{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IPython 与 RQAlpha"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载 RQAlpha magic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext rqalpha"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看 RQAlpha magic 帮助\n",
    "\n",
    "我们可以通过 `%%rqalpha` 直接在 `cell` 中运行回测代码。 `%%rqalpha` 后面的参数等价于在 CLI 中后面的 `rqalpha run` 的参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Usage: __main__.py [OPTIONS]\n",
      "\n",
      "  Start to run a strategy\n",
      "\n",
      "Options:\n",
      "  -h, --help                      Show this message and exit.\n",
      "  -d, --data-bundle-path PATH\n",
      "  -f, --strategy-file PATH\n",
      "  -s, --start-date DATE\n",
      "  -e, --end-date DATE\n",
      "  -sc, --stock-starting-cash FLOAT\n",
      "  -fc, --future-starting-cash FLOAT\n",
      "  -bm, --benchmark TEXT\n",
      "  -mm, --margin-multiplier FLOAT\n",
      "  -st, --security [stock|future|stock_future]\n",
      "  -fq, --frequency [1d|1m|tick]\n",
      "  -rt, --run-type [b|p]\n",
      "  --resume\n",
      "  --source-code TEXT\n",
      "  -l, --log-level [verbose|debug|info|error|none]\n",
      "  --locale [cn|en]\n",
      "  --disable-user-system-log       disable user system log\n",
      "  --extra-vars TEXT               override context vars\n",
      "  --enable-profiler               add line profiler to profile your strategy\n",
      "  --config TEXT                   config file path\n",
      "  -mc, --mod-config TEXT...       mod extra config\n",
      "  -i, --init-cash FLOAT           [Deprecated]\n",
      "  -k, --kind [stock|future|stock_future]\n",
      "                                  [Deprecated]\n",
      "  --strategy-type [stock|future|stock_future]\n",
      "                                  [Deprecated]\n",
      "  --redis-uri TEXT                [sys_stock_realtime] market data redis uri\n",
      "  --progress                      [sys_progress]show progress bar\n",
      "  --signal                        [sys_simulation] exclude match engine\n",
      "  -sp, --slippage FLOAT           [sys_simulation] set slippage\n",
      "  -cm, --commission-multiplier FLOAT\n",
      "                                  [sys_simulation] set commission multiplier\n",
      "  -me, --match-engine [current_bar|next_bar|last|best_own|best_counterparty]\n",
      "                                  [Deprecated][sys_simulation] set matching\n",
      "                                  type\n",
      "  -mt, --matching-type [current_bar|next_bar|last|best_own|best_counterparty]\n",
      "                                  [sys_simulation] set matching type\n",
      "  --report PATH                   [sys_analyser] save report\n",
      "  -o, --output-file PATH          [sys_analyser] output result pickle file\n",
      "  -p, --plot / --no-plot          [sys_analyser] plot result\n",
      "  --plot-save TEXT                [sys_analyser] save plot to file\n",
      "  --no-short-stock / --short-stock\n",
      "                                  [sys_risk] enable stock shorting\n"
     ]
    }
   ],
   "source": [
    "%%rqalpha -h\n",
    "\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用 %%rqalpha 进行回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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D8cRzHzcvPy0NmbGxYCIRHLbthJKOjvTtUax9siNHjkAgEHA3PMXFxcjLy0NCmUqgUlpa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RQpE9LIiIiIiIiIiIlMSCBRERERERERFFHBYsiIiIiIiIiCjisGBBRERERERERBGHBYsIZLfb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\n/wcTytpw4BtygAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ad6f7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%rqalpha -s 20100101 -e 20170505 -sc 100000 -st stock -p -bm 000001.XSHG\n",
    "\n",
    "def init(context):\n",
    "    context.stocks = ['000300.XSHG', '000905.XSHG', '000012.XSHG']\n",
    "\n",
    "    \n",
    "def handle_bar(context, bar_dict):\n",
    "    [hs, zz, gz] = context.stocks\n",
    "    hs_history20 = history_bars(hs, 20, '1d', 'close')\n",
    "    zz_history20 = history_bars(zz, 20, '1d', 'close')\n",
    "    \n",
    "    hsIncrease = hs_history20[-1] - hs_history20[0]\n",
    "    zzIncrease = zz_history20[-1] - zz_history20[0]\n",
    "    \n",
    "    positions = context.portfolio.positions\n",
    "    [hsQuality, zzQuality, gzQuality] = [positions[hs].quantity, positions[zz].quantity, positions[gz].quantity]\n",
    "    if hsIncrease < 0 and zzIncrease < 0:\n",
    "        if hsQuality > 0: order_target_percent(hs, 0)\n",
    "        if zzQuality > 0: order_target_percent(zz, 0)\n",
    "        order_target_percent(gz, 1)\n",
    "    elif hsIncrease < zzIncrease:\n",
    "        if hsQuality > 0: order_target_percent(hs, 0)\n",
    "        if gzQuality > 0: order_target_percent(gz, 0)\n",
    "        order_target_percent(zz, 1)\n",
    "    else:\n",
    "        if zzQuality > 0: order_target_percent(zz, 0)\n",
    "        if gzQuality > 0: order_target_percent(gz, 0)\n",
    "        order_target_percent(hs, 1)\n",
    "        #logger.info(\"positions hs300: \" + str(hsQuality) + \", zz500: \" + str(zzQuality) + \", gz: \" + str(gzQuality))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取回测报告\n",
    "\n",
    "运行完回测后，报告会自动存储到 `report` 变量中。可以直接通过 `report` 变量获取当次回测的结果。\n",
    "\n",
    "另外 rqalpha 的 mod 的输出会自动存储在 `results` 变量中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['sys_analyser'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['benchmark_portfolio', 'trades', 'stock_positions', 'summary', 'stock_account', 'portfolio'])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>commission</th>\n",
       "      <th>exec_id</th>\n",
       "      <th>last_price</th>\n",
       "      <th>last_quantity</th>\n",
       "      <th>order_book_id</th>\n",
       "      <th>order_id</th>\n",
       "      <th>position_effect</th>\n",
       "      <th>side</th>\n",
       "      <th>symbol</th>\n",
       "      <th>tax</th>\n",
       "      <th>trading_datetime</th>\n",
       "      <th>transaction_cost</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04 15:00:00</th>\n",
       "      <td>79.961424</td>\n",
       "      <td>1495263409</td>\n",
       "      <td>122.34</td>\n",
       "      <td>817</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>1495263406</td>\n",
       "      <td>None</td>\n",
       "      <td>BUY</td>\n",
       "      <td>国债指数</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-04 15:00:00</td>\n",
       "      <td>79.961424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06 15:00:00</th>\n",
       "      <td>79.948352</td>\n",
       "      <td>1495263410</td>\n",
       "      <td>122.32</td>\n",
       "      <td>817</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>1495263407</td>\n",
       "      <td>None</td>\n",
       "      <td>SELL</td>\n",
       "      <td>国债指数</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-06 15:00:00</td>\n",
       "      <td>79.948352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06 15:00:00</th>\n",
       "      <td>76.444704</td>\n",
       "      <td>1495263411</td>\n",
       "      <td>4550.28</td>\n",
       "      <td>21</td>\n",
       "      <td>000905.XSHG</td>\n",
       "      <td>1495263408</td>\n",
       "      <td>None</td>\n",
       "      <td>BUY</td>\n",
       "      <td>中证500(沪)</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-06 15:00:00</td>\n",
       "      <td>76.444704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07 15:00:00</th>\n",
       "      <td>74.913888</td>\n",
       "      <td>1495263412</td>\n",
       "      <td>4459.16</td>\n",
       "      <td>21</td>\n",
       "      <td>000905.XSHG</td>\n",
       "      <td>1495263409</td>\n",
       "      <td>None</td>\n",
       "      <td>SELL</td>\n",
       "      <td>中证500(沪)</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-07 15:00:00</td>\n",
       "      <td>74.913888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07 15:00:00</th>\n",
       "      <td>78.180552</td>\n",
       "      <td>1495263413</td>\n",
       "      <td>122.31</td>\n",
       "      <td>799</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>1495263410</td>\n",
       "      <td>None</td>\n",
       "      <td>BUY</td>\n",
       "      <td>国债指数</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-07 15:00:00</td>\n",
       "      <td>78.180552</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     commission     exec_id  last_price  last_quantity order_book_id    order_id position_effect  side    symbol  tax     trading_datetime  \\\n",
       "datetime                                                                                                                                                     \n",
       "2010-01-04 15:00:00   79.961424  1495263409      122.34            817   000012.XSHG  1495263406            None   BUY      国债指数    0  2010-01-04 15:00:00   \n",
       "2010-01-06 15:00:00   79.948352  1495263410      122.32            817   000012.XSHG  1495263407            None  SELL      国债指数    0  2010-01-06 15:00:00   \n",
       "2010-01-06 15:00:00   76.444704  1495263411     4550.28             21   000905.XSHG  1495263408            None   BUY  中证500(沪)    0  2010-01-06 15:00:00   \n",
       "2010-01-07 15:00:00   74.913888  1495263412     4459.16             21   000905.XSHG  1495263409            None  SELL  中证500(沪)    0  2010-01-07 15:00:00   \n",
       "2010-01-07 15:00:00   78.180552  1495263413      122.31            799   000012.XSHG  1495263410            None   BUY      国债指数    0  2010-01-07 15:00:00   \n",
       "\n",
       "                     transaction_cost  \n",
       "datetime                               \n",
       "2010-01-04 15:00:00         79.961424  \n",
       "2010-01-06 15:00:00         79.948352  \n",
       "2010-01-06 15:00:00         76.444704  \n",
       "2010-01-07 15:00:00         74.913888  \n",
       "2010-01-07 15:00:00         78.180552  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report.trades[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cash</th>\n",
       "      <th>market_value</th>\n",
       "      <th>static_unit_net_value</th>\n",
       "      <th>total_value</th>\n",
       "      <th>unit_net_value</th>\n",
       "      <th>units</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>-31.741</td>\n",
       "      <td>99951.78</td>\n",
       "      <td>1.000</td>\n",
       "      <td>99920.039</td>\n",
       "      <td>0.999200</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>-31.741</td>\n",
       "      <td>99902.76</td>\n",
       "      <td>0.999</td>\n",
       "      <td>99871.019</td>\n",
       "      <td>0.998710</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>4191.426</td>\n",
       "      <td>95555.88</td>\n",
       "      <td>0.999</td>\n",
       "      <td>99747.306</td>\n",
       "      <td>0.997473</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-44.999</td>\n",
       "      <td>97725.69</td>\n",
       "      <td>0.997</td>\n",
       "      <td>97680.691</td>\n",
       "      <td>0.976807</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>-44.999</td>\n",
       "      <td>97733.68</td>\n",
       "      <td>0.977</td>\n",
       "      <td>97688.681</td>\n",
       "      <td>0.976887</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                cash  market_value  static_unit_net_value  total_value  unit_net_value     units\n",
       "date                                                                                            \n",
       "2010-01-04   -31.741      99951.78                  1.000    99920.039        0.999200  100000.0\n",
       "2010-01-05   -31.741      99902.76                  0.999    99871.019        0.998710  100000.0\n",
       "2010-01-06  4191.426      95555.88                  0.999    99747.306        0.997473  100000.0\n",
       "2010-01-07   -44.999      97725.69                  0.997    97680.691        0.976807  100000.0\n",
       "2010-01-08   -44.999      97733.68                  0.977    97688.681        0.976887  100000.0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report.portfolio[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg_price</th>\n",
       "      <th>last_price</th>\n",
       "      <th>market_value</th>\n",
       "      <th>order_book_id</th>\n",
       "      <th>quantity</th>\n",
       "      <th>symbol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>122.34</td>\n",
       "      <td>122.34</td>\n",
       "      <td>99951.78</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>817</td>\n",
       "      <td>国债指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>122.34</td>\n",
       "      <td>122.28</td>\n",
       "      <td>99902.76</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>817</td>\n",
       "      <td>国债指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>122.34</td>\n",
       "      <td>122.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>0</td>\n",
       "      <td>国债指数</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>4550.28</td>\n",
       "      <td>4550.28</td>\n",
       "      <td>95555.88</td>\n",
       "      <td>000905.XSHG</td>\n",
       "      <td>21</td>\n",
       "      <td>中证500(沪)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>122.31</td>\n",
       "      <td>122.31</td>\n",
       "      <td>97725.69</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>799</td>\n",
       "      <td>国债指数</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            avg_price  last_price  market_value order_book_id  quantity    symbol\n",
       "date                                                                             \n",
       "2010-01-04     122.34      122.34      99951.78   000012.XSHG       817      国债指数\n",
       "2010-01-05     122.34      122.28      99902.76   000012.XSHG       817      国债指数\n",
       "2010-01-06     122.34      122.32          0.00   000012.XSHG         0      国债指数\n",
       "2010-01-06    4550.28     4550.28      95555.88   000905.XSHG        21  中证500(沪)\n",
       "2010-01-07     122.31      122.31      97725.69   000012.XSHG       799      国债指数"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report.stock_positions[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用 run_func 运行回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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D8cRzHzcvPy0NmbGxYCIRHLbthJKOjvTtUax9siNHjkAgEHA3PMXFxcjLy0NCmUqgUlpa\nWlBXV+em9fX1xbqPGJapWNLQ0OCalUZERGDo0KFQV1eHtbU1CgsLUfiRFaJfm3PnzqFXr16IiorC\nmDFjkJWVhdjYWAwYMEAsnYODg8T16/Oxq4uaNm2KCxcuYM+ePfjpp5+4ikJpnx0PDw/4+vrCxsYG\nampqKCoqEsvv/UH63p8u/YzGxsaiuLgYOu9dT+3t7atnx8hHeT8eli5dCktLS7E0fD4fb9++FZuu\nqkaNGnH/a2pqIicnB8nJycjNzYWVlRW3TFVVFTo6Onj79i2aNWtW9R0i1ULS+ZJEIBDAxMQEioqK\n3Dw+n4+kpCSu+4WJiUm58W0aNmzI/a+qqio2eKeamhp3/Tl9+jRmzZoFa2trNGnSBHJycpX6/hEI\nBB+M4/f3Mfe9QdHLGjx4MI4ePYodO3Zg8+bNmDdvHnR1dSESiTBhwgQEBwfD1tYWRUVFlf5+FAgE\nGDduXIVlJKS2oQqLMng8GbR2n85NF2ZmQrbMxfBDGjt0g7CwECHbt0JUVIS3d+5A79tvueVaVk3Q\nefUa3N28CYmPHkrNp8u6DVDS1v64nSDV4lNj4UMs+vSF3net8MRzH4SFhYg8fQrPTxyDTIMG+Gbs\n+AorKwCKtU+Vm5uLc+fO4fz582I/WgcNGoTjx8u3fMnKykJRUREaNGgAAAgPD4eZmdkHt7Ny5Uo4\nOTlxT0W6detWTXvwdZCVlUWTJk0wfPhwnDp1CgYGBvDy8pJYSfF+hWB9P3Z11dSpU7FkyZIK07x4\n8QKbNm1CQkICtLS0cOPGDXh7e4ulef9G5P0BW8PDw+Ho6AgDAwPIyckhJyeHe8pKao/SeGCMISoq\nSmyZQCCAqakpN/3+Of/YgRR1dXWhoKCAqKgo6P6/VWJ2djZSU1PFtkdqLyMjI8THx6OgoAAKCgoA\nSuLF2NiYG+PhUwbjnTZtGry8vNC7d28UFxeLvRK0orgzMjL6YBxXlZycHObMmYPAwEAsWrQIXl5e\nuHr1Ki5fvozo6GjIy8vj4MGDuHfv3ieVsWfPnh9dRkJqWr3qEgIA4UePcE3zww77llse6vMH4v8p\nGXwm81UsFLU0pWfGSm5kQ7b+irz//1iSlZeHUfsOiPorAJH+Z8Dv/t8FQElXF4pa2pBXVUHPPb9D\nu0kTtJ09B+0WLoK6iQl67vkdyrq6kG3QAPJlnuaSmlGtsVBFDVu15r5QUsOeITU8DA7bdkK/TVux\ndPnp6Xh77y7FWjXz9/eHjo4OevToAT6fz/1J6xZSVFSEhQsXIjMzE9euXYO3t3elXi9WVFSE2NhY\n5OTk4PTp07h161ZN7E6tVXoTcvjwYXTo0AHDhw/H8uXL8fLlS+Tk5ODq1avcAKVaWlqIjo5GWloa\nMjIy6v2xqytCQkKwfft2JCQkID8/H0eOHIGMjIxYi6X3FRUVcV2BkpKSsGHDhg9u58aNGzh27Biy\nsrKwY8cOxMbGwtnZGY0bN0a7du0we/ZspKamIjU1FT4+PuVabJDPQ1o8uLm5IS0tDatWrUJmZiYe\nP36MTZs2wd3dXWpeWlpaCA8Px7t375CdnV3pMsjIyGDMmDGYPXs2oqKikJaWhtmzZ6Nbt24VvsmI\n1B7t2rWDsbExZs2ahdTUVERHR2PZsmUVxktVFBUVITIyEtnZ2Vi+fDmKi4u5ZRXFXd++fascx5W1\nZcsWHDx4ECEhISgqKkJubi7i4+MhEAjEutmVlvHRo0dISUkpl8+4ceOwZcsW3LhxA9nZ2fDy8oJA\nIKDXipNarV61sGjctRv4PRyh8v8mYLlJiRAWiv9oeX3rJoy72MN61GhEnS/po66kq4vGDt2Qn54G\nOSUlLm1GdBSSHj9CM9dhUNTS4ua3GDEKFyeOg4aZORq2avUZ9oxUVXXHwt2N65H2/DlkZGXx98z/\nXheam5KMOxvWQVZegZunpKsLuw2buOmGrVqjYavWEsuZFR+HsEMHYdLFnmKtGh09ehR9+vQpN3/w\n4MH4+eef0bRpU7H52tra0NLSgomJCXR0dLB58+ZKNSn/+eefMWLECOjp6cHV1RWOjo7VtQu1Xr9+\n/QAABgYGGDp0KJYtW8a9MaRTp07Iz8/HDz/8gH379nHpd+3aBUNDQxw5cqReH7u6RFtbG8ePH8ey\nZcsAAK1bt0ZAQADXFUsSa2trzJgxAw4ODtDT08O8efNw/vz5Crfj6OiIEydOYOzYsWjevDkuXLjA\nbePo0aOYMmUKzM3NoaSkhD59+mD06NHVt5Ok0qTFg6mpKS5fvoyZM2di48aNaNSoEebPnw9XV1ep\neY0cORKHDx9Go0aNcP369SqVY+vWrViwYAE6deoEoVAIJycnHD5cf9+Y9SXY29sjNjYW/fr1Q0xM\nTJXWlZOTQ0BAAKZPnw4LCwtuzIv58+dXS9m2bduGuXPn4pdffsHKlSvFrlcVxZ2GhkaV47iymjZt\niilTpmDGjBkIDg5Gz5498c0338DCwgKjRo3Cb7/9xqVdvHgxZs+eDV9fX4SEhIjlM2zYMKSlpWHc\nuHFITExEmzZtcPXqVWhoaHxyGQmpMV92zM+aV/bNEBU5P2YUexcrYOfHjGQikYiFHvBhl6ZMYokP\nH7K/Z89ksWXesnBz1S8s6cljlpOYwL0B4tzwH7nl0RcvsLNDBzN/16Hs7b27YtvJS01l1+bNZowx\ndm/LZpb6PIJlxESzW2tWMcYYu+GxhGXFx3/yfpPyajIWpKnoLSGMsXJvCQnZtoWFHz3MTYcdPsTu\nbFxPsfYFXbt2jeno6HzpYhBCpCg7mj4hhBBC6pZ60cIiLyUFF8dX3Hw7NzkJ8TduwKhjJ9xavRKi\nwkLYbdgIBXUNaFqswouTJ/D8RBKen/SDnKISNEz5kFdXh3LD/0arLszMxJP9nkgOfQqHbTuQ8+Yt\nbq9fA13rlmjuOhyRZ04hPTISucnJuDRpAvJSU5H0+DF4PB4K3mXg0qQJyE1Owo2lS6DboiVs5lVP\nTTH5T03FQnUxsbPH7bVrEHn2DMAYwOOhg8dyKDfUp1gjhBBCCCGE1Cs8xhj70oWoTRhjKMzMhEIV\nm0YFjHBFI9sfINNADt+MHc91FyjIyMCzg39CSUcXzYePqIkikxrysbFQlrS3hJTy69UTLheq9no9\nirXPKygoCC4uLhL7ghJCvrwVK1YgNDQUfn5+X7oohBBCCKlmVGFRjRhjHz1qNSFVQbFGCCGEEEII\nqeuowoIQQgghhBBCCCG1Tr17rSkhhBBCCCGEEEJqP6qwIIQQQgghhBBCSK1DFRaEEEIIIYQQQgip\ndajCghBCCCGEEEIIIbUOVVgQQgghhBBCCCGk1qk3FRZCoRB379790sUgtQDFAqksxhgePHiAwsLC\nL10UQgipMz70PUzXXkIIIaXqfIVFcXExhg4dCgMDAzg4OHDzc3NzMWrUKFhYWMDMzAybN2/mlg0b\nNgzNmzeHsbExpk+fDqFQKJbnkSNHYGlpyf0ZGhrCwMAAQMmX7IIFC2BsbAxLS0v89ttv3HqPHj3C\n999/DxMTE/To0QNv374FAFy/fh3W1tbg8/nYu3cvl37u3Lk4f/58jRyX+khaLAQFBUFJSYk7n717\n9y63bmhoKGxtbWFlZYVmzZrB39+fWybtvEqLBZFIhJEjR8LS0hIdO3ZEamoqACA+Ph5OTk7l4o3U\njMDAQDRv3hyNGzfGkCFDkJWVJbZ82rRpMDExQZs2bZCZmcnNlxYLFV0X6qMPHV83Nzfo6+tzx2v/\n/v0AgPbt24sdR0VFRe66yBjDqlWrYGpqCjMzM3h4eHz2/SJV96FYqOi8hoWFwd7eHsbGxjA3N0dy\ncjJ91r5i0r6Hy5J27X358iX69u2LJk2awNTUFOvWreOW0bXh6/Sha8OdO3dga2sLS0tLtGnTBvfv\n3wcgPRbo2kBIHcXquOLiYubv789CQ0OZiooKN3/dunVswIABrLi4mCUmJjIVFRUWExPDGGPs1atX\njDHGsrOzGZ/PZ1evXq1wG4sWLWJLly5ljDHm4+PD2rVrx/Ly8lh8fDzT1dVlz549Y0KhkJmbm7NT\np05x6wwZMoQxxtgPP/zAIiMjWUZGBjMxMWGMMfbPP/+wcePGVeuxqO+kxcK1a9eYnZ1dheumpKSw\nnJwcxhhjAQEBzNjYmDHGKjyv0mLh4sWLbMSIEYwxxjw8PNj27dsZY4wNGDCAhYeHV+s+E8kyMjKY\njo4Ou3v3LhOJRGzYsGFs/vz5YmkCAgJYeno6A8CSk5O5+dJi4X1lrwv1TWWO75gxY5i3t3eF+aSl\npbGGDRuyd+/eMcYY27ZtG3NwcGDp6emMMcadB1J7VSYWpJ3XnJwc1rhxY3by5EnGGGMFBQWsqKio\n3Dbq82ftayPte7gsadfe69evs5CQEMYYY4mJiUxXV5c9ePCAMUbXhq9RZa4NTZs2ZX5+fowxxnbt\n2sX9VqsoFsqiawMhdUOdb2EhKyuLfv36QUVFRWy+oqIit7yoqAgKCgrQ0NAAAJiYmAAA3rx5AxkZ\nGTRp0kRq/nl5efDx8cGUKVMAAMePH8eUKVOgqKgIIyMj9O/fH2fPnsX9+/chFArh7OwMAHB3d4e/\nvz8YYxCJRCgsLERhYSFUVFSQm5sLDw8P/Prrr9V+POozabFQGTo6OlBWVoZIJEJ0dDTatGkDABWe\nV2mxIBKJUFRUBADIz8+HqqoqPD090alTJzRr1qz6dphIdfnyZbRs2RI2Njbg8XiYOnUqzp49K5am\nT58+0NTULLeutFgo6/3rQn1TmeNbGZ6ennBxcYG6ujqEQiHWr1+P33//nTsvysrK1V10Us0+FAsV\nndc//vgDXbp0waBBgwAA8vLykJOTE8u/vn/WvjaV+R6Wdu3t0qULd71t2LAhTE1NkZqaSteGr1Rl\nvicUFRUhI1Nyq5Kfnw9DQ0MA0mOhLLo2EFJ31PkKC2mmTZsGAwMDtG/fHt27d4efnx+0tLQAAMeO\nHYOxsTFat24NDw8PrgJDEl9fX9jZ2XEX0aioKJibm3PLTU1N8ebNm3LzjY2NUVxcjLS0NGzevBkj\nRoyAo6Mjtm3bhiVLlmD+/PkSv7BJ9ePxeHj69CnMzc3RtWtX/PvvvxLT/fjjj9DU1MS+ffuwZcsW\nAOXPd9nzKi0WHB0doaqqiubNm+Pt27fo3LkzTp48iTlz5tTsjhKOtHNTWZJioaz3rwv1TWWOr5yc\nHJYuXQorKytMnDgRGRkZYsuFQiF2796N6dOnAwDi4uLAGMOBAwfQrFkzdOjQAbdv3675nSGf5EOx\nUNF5DQkJgZaWFuzs7NCkSRPMnj27XJe5+v5Zq6/u37+P1NRUdO7cma4NX6nKfE8cO3YMq1atQo8e\nPXDp0iXs2rWrXD5lY6EsujYQUnfU2wqLO3fuICoqCvv378fUqVOxbt065OXlASi5GYmPj8eTJ0+w\nefNmnDx5Umo+O3bs4H5QA4CMjAxXGwyU3AyXzis7v+yyzp074+HDh3jw4AGUlZWRnZ0NMzMzDBky\nBH369MGFCxeqee9JWXZ2dkhNTUVUVBQmTZqEfv36cbFQ1rFjx/Du3Tv8/PPP6NKlC7Kzsys8rxXF\nwv79+xEeHg5fX1/MnTsX27dvx9q1azFw4ECMHz9e4vZJ9ZF2bipLUiyU9f51ob6pzPH18vJCXFwc\n7t+/j4yMDCxcuFBs+enTp2FpaYnmzZsDABISEpCSkoJ27dohIiICs2bNwqBBg8AYq/kdIh/tQ7FQ\n0XlNSEhAeHg4zp8/j5CQENy6dQuenp5i+df3z1p9FB0djZEjR+LYsWNQUFCga8NXqjLfE/v370fP\nnj2xe/duqKio4PDhw2LL34+FsujaQOqCiKg3iIiq/AO1uqreVljMmzcPCxYsQIsWLfDTTz9BXl4e\nx44dE0tjbm6OIUOGICgoSGIegYGBkJOTQ6dOnbh5xsbGePXqFTcdGxsLPp9fbv7r16+hrKzMteoA\nSgYCXbp0KX799VdMnz4d69atw5EjRzBr1qxq2mtSER6Ph2HDhoHH44mdq/fTuLq6Qk5ODs+fP6/w\nvEqLhbJ+//132NnZISkpCREREThz5gyMjY3h6+tbI/tISlTm3HzI+7FQStJ1ob6pyvFVV1fH6NGj\n8eTJE7FAoDOoAAAgAElEQVT527dvx4wZM7hpAwMDqKmpoU+fPgCAIUOGICkpqVwzYFK7fCgWKjqv\nBgYG6Nu3L1RVVaGuro7evXsjNDSUW5c+a/VPREQE+vbti3379sHW1hYAXRu+Vh+6NkRERODw4cNY\nv349rKys4Onpiblz53JvjpEUC6Xo2kDqgrIVFfW90qLeVlgoKSnh5s2bAICMjAy8ePECOjo6iIuL\nw8uXLwEA7969w4ULF9C+fXuJebz/gxoAnJ2d8fvvv6OwsBCvX7/GhQsX8OOPP8LW1ha5ubm4dOkS\nAGD37t0YNWqU2LqLFi3CwoULoaGhgfT0dMjIyHDjW5CaExMTw40pcerUKSgoKIg1UwSAW7duIT8/\nHwBw48YN5OXloWnTphWeV2mxUCo2NhanT5/G7NmzufMNlIyiXloeUjOcnJxw9+5dPHnyBIwx7Nmz\np9znURppsVBK0nWhvqnM8S2t5CkoKICvry86duzILXvw4AHi4+PRr18/bh6fzwefz+f6OJ85cwbm\n5ubQ1dX9DHtEPtaHYqGi8zpw4EAcP34cubm5yM3NxcWLF8W+j+mzVr88evQILi4u8PX1FWv+T9eG\nr9OHrg0KCgpIT09HREQEgJKW0erq6mjQoIHUWChF1wbytZNUQVGvKy2+zFifn1fTpk2Zqakp4/F4\nzMLCgvXr1489e/aMdejQgZmamjIrKyu2fPlyxhhjERERzNramvH5fNa0aVO2bt06Lp+ZM2eyv/76\nizHG2MuXL5menh7Lzc0V21ZRURGbPn06MzU1Zebm5uzw4cPcstu3b7Nvv/2WGRkZsX79+rG0tDRu\nWVBQEJswYQI3HRAQwCwtLZmVlZVYHuTTSIoFHx8fZmxszMzNzVmnTp24kadDQ0OZs7MzY4yxHTt2\nMGNjY2Zpack6dOjAbt68yeUp7bxWFAsikYj17duXPX/+nDFWMvr9gAEDmIWFBevZsyfLzMz8XIek\n3vL392dNmzZlRkZGzM3NjRUUFIh9xh0cHJiFhQUDwMzMzFjr1q0ZYxXHgrTrQn30oePbp08f1rhx\nY2Zubs4mT54sNqr/6NGj2YYNG8rlGRERwTp16sQsLCxYx44d2ZMnTz7b/pCP96FYkHZeRSIR++WX\nX5iVlRWzsLBgHh4eXJ70Wft6Sfoersy1t02bNkxbW5tZWFhwf7dv32aM0bXha/Wha8PevXuZmZkZ\ns7S0ZDY2NiwoKIgxVnEs0LWBfO0iBQks/OVrqX/1EY8x6uRHCCGEEEIIIYR8SZVpSdHMon4NJltv\nu4QQQgghhBBCCCG1QWW7fbx6Xb/G6JH7cBJCCCGEEEIIIYTUhPcrK95vRVF2eW5+wWcpU21BFRaE\nEEIIIYQQQuoMaa0VrPgGkJWtuJNBbHwyTI31aqJYlSKpy0czC8N6O/AmdQkhhBBCCCGEEFLnRQoS\nEBH1psI3cZga69XKyoH6NnZFKaqwIIQQQgghhBBSr5StlHi/gsKSr/+5iwMAMG/c8Itst6ZJqySq\nDOoSQgghhBBCCCGkztHRUoWetrrYPGk3zmVbMMjJytZouUjlUQsLQgghhBBCCCH1QtmKiY996h8R\n9QY5eZUb/LI2di+RJPZ1yket96Hj8Kn7Ty0sCCGEEEIIIYTUazl5BYh7U/LKUEnjRbx/412aVlL6\n99OWTtfUOBRlt1dRWSpbTklpY1+nIC+/kFsmqSLiU/KXhlpYEEIIIYQQQgipF8reNBsZaFV5nU9J\n+7W0tgA+bj9qYv+ohQUhhBBCCCGEkDonNT0bqenZUperqShVOc+qtJKQ1P0kIupNrXnjR2VaklRm\n3YrGBfmYVhVlUQsLQgghhBBCCCH1Stmb54pupKtyw/2pN+dfi/f3zcRQp8a2RS0sCCGEEEIIIYTU\nC+pqSjBsWLmuIJ+isoNyfknV1YVDRUmhWvKRhCosKokxBh6P98F0QqEIsrLSG64IRSLIypRfLm0+\nqX2kxUJeQRGKhQxqyvKVzisnvwgqig0+qhwUa4QQQggh1S8nJwcqKircdGFhIeTlK//7rjaqTfsk\nEolQVFQEBYWau8ktVfa1pqU355lZeZ+lwqLsoJwfo7S8DXXUoa2pWh1Fkph/bVcv7lrO/vMCRwPD\nys33vvAEl+9GAwDSs/KRX1jMLSsWijBj+2Xk5BXi7D8v8Mf5J1LzH77yLICSG9nxG/9Cckau1LQX\n70Rjpc8/yM0vEpu/42QI/IIiqrRfpOpqMhZOBEXgz4tPK12W9Kx8jFrtz8XCpiO3uTJIQ7FWPXr2\n7InZs2eXm79nzx40a9aswnWDgoKgq6v7Udvt2LEjzp8/DwBwc3PDvHnzAAD+/v7o3LnzR+VZG/H5\nfOjp6aGwsLDcsjt37oDH42HFihUflfeKFSvA4/HA4/GgrKwMGxsb/PHHH59Y4qr7lDioT+zt7bnz\nVfbPzc2t2rbRqVMn7N27t9z8u3fvwtraGsXFxRLW+nhXr14ttz+Stk/K4/P53DHT09ODi4sLnjyR\n/vvqcyp7fX6fQCAAj8dDdrb0fvCS+Pj4cPurpKSEjh074tGjR9xyV1fXD8YOj8dDaGholbZbH8yd\nOxcbN26stvwGDhwIgUAAAEhLS0O7du3w7t07ACU39k5OThLXS0tLg5aWFtLT0z+5DDt37oS7u/sn\n51Nq1qxZCAoKAgAUFRWhU6dOiImJ4ZY7ODiIpU9JSZH4G2jXrl0Sv7NFIhG6deuG3Fzx36K+vr5Y\ntGhRufQeHh44evQogJLr85gxY6q6S5/MvHFD7v/PcbPezMJQ6l9ZksqSnZPP/Z+UmllueUTUm2rd\nB2llqw3qdAuLhy8ScO7WS7xNyYZQxPAiPk1seWxCJpQU5HA7/A3MDDQR8zYDS8d0BI/Hw5V7MdDX\nUoGKkjx6tDXDzlMhKBaKIPf/J9pJ6TkQJLyDbfP/TmqYIBV6GsrQ01SWWqY+7S2RmpmH87eiMKRr\nyUXhSGAYktJyMd25TQ0cBQLUbCwAQEFRMc79+xIN5GTw4EWC1HJMGdCai5nA+wLYtWoMZSktLE5e\nf46urRujWCiiWKtmgwcPxoYNG7B161ax+adPn8aQIUOqZRsFBQWwsbHBuXPnYGpqCgD4999/Jabt\n378/+vfvz02PHz8eXbt2xciRI6ulLF9Cbm4u/P394eLiIjbf09MTqqqf9pRg8ODB8PPzQ2pqKm7f\nvo358+fjn3/++SIVF6RipT+WBQIBzMzMkJWV9cnnv7JsbW3x7NmzGslbX18fCQnSr/VEunPnzqF3\n796IiYnBiRMnYG9vjyNHjsDR0fGLlkva9flTtWnTBiEhIcjKyoKHhwcGDRqEqKgo8Hg87uatvkpJ\nSYGlpSVatWolcfmDBw+QlJQERUXFcsuEQiFkZWUlrhcfHw8+nw9jY+MKt//69WtERkaCz+dz86ZM\nmYLQ0FDweDxMnjwZ6urqcHd3xzfffIOUlBTIyspCS+u/J/MHDhxA3759uXm6urpo2bKlxO2FhYUh\nODhY6oORivYJAOTk5D64T4mJibhw4QLs7e25eUuXLsXNmzeRnZ2NxYsXAwC2bt2Khg0bIiUlBTwe\nDzo64uMPZGVl4c8//wQABAcHIzs7G7t27QJQ8h3cqFEjnDt3DiYmJlBWVsabN2/Qu3dvAEB6ejry\n8/Nx8eJFbltdu3aVWuaWLVtCVlYWPB4PCQkJWL9+fbVWapcl3+Djbn3LDhxZ3QNm1oZWDjU5/kR1\nqNMVFk0a62C8tgoC7wuQXyhEn/YWYstPXX8OfS0VdPzWGJqqilh78CZ8LjzFjw7NcfjqM8jJymLK\nrxdRLBQhPTMf07ddBgB0+c4E1nxd/P0gVuwm8kpIDF6+Tseo1f5i27FvZQo9LWWcu/lSbP7lkBiA\nMcQmZsJQRxXuW0vyd2jdGMO6W9fEIam3ajIWhne3xoGLoejd3gJje33L5blkXxCGd7dGS3O9cuUp\nFopw+sYLrJtkJ7G8p2+8wPlbL9HDho+4pEyKtWrm7OwMd3d3PH78GN999x2Aki/YoKAg/Prrr9Wy\njaKiIjx9+hSMsSqv+/jx46++xYW9vT28vLzEKiyysrLg5+cHGxubatmGjo4O+vTpg86dO+Pbb7/F\n8ePHMXToULE0IpEIMtQF6qtQ2a6XXwtJsVfVfayr8SsjIwMLCwssWrQILVq0wKhRoxATEyPWXL2u\nUVNTw8qVK7Fjxw7ExcWhcePGX7pItYKuri4GDhwocVlpiwdJhEJhhZ8NY2PjCtcHAEtLSwDAhAkT\ncO3aNfTv3x/Xr19H9+7dcebMGcyfPx+//vorfHx8EBERgS5dusDa2honTpzg8vD09MSePXu4aWVl\nZan7k5lZ/il5VfYJqPiYAED37t0BAMuWLcOhQ4cQEBCAa9euISgoCL6+vti9ezfWrl2LkJAQJCUl\noVevXtx6fn5+ePXqFZo1a4Y1a9ZwFUUNGjSAnJwcN11axi1btsDLywtLlizB0KFDudZDvr6+CA0N\nxfr167ly3bx5Ezdv3kR0dDQEAgHi4uIQHh6OS5cuAShpfamoqPjRrS+rojoqH17GJsDS1ICbLpvP\n+/mXzpOUVpLoV0lSl2fn5kucDwAyMjyIRKzcNipTIRL3JrVK6atDVY593fsWLENFsQGMdNWgoaKA\n649eYcOh22J/t569hqaqAox01aCi2ABLRrbHtxYNseNkCJIz8rDMrSP2znXCsjGdYGaogb1znbB3\nrhOGS7jBS87IxZV7MfhlXGcc9OiPgx79oa+tglUT7DC+73fo39EKnvN7wXN+L6wc1xkjuluXTC/o\nDY/RHbBiXGdueX28gaxpNRkL958n4G74G4zoUfnzduafF0jNzENjfY1yy66ExOBYYBhWT+gCdeXy\nffso1j5dw4YN0blzZ5w5c4abFxAQAAsLC3zzzTfIzMzE5MmTYWhoCD09PYwePVpqc88NGzbAzMwM\nKioq6NatGxISEiAQCKCmpgYAMDMz45508Pl8BAQElMvDx8cHbdu25dLcv38fY8eOBY/Hw65du/Dt\nt9+Kpe/evTt+++236jgUNWbUqFEICgpCXFwcN+/w4cPo0qUL9yQnMTERgwYNgo6ODvT09LBs2TIA\nJU1FFRUVERsby63XtGlTFBRIHrxKXV0dEydOxMGDBwGUdBtxdnaGi4sL1z/Xx8cHzZo1g7KyMmxt\nbREREYGioiKoq6vj9u3bAIA3b96Ax+Ph1q1bAIDnz59DR0cHIpEIeXl5mDRpEnR1dWFqasr9yCqV\nkJCAH3/8EXp6ejA0NMTMmTORl5eHt2/fQkZGhnsaf/PmTfB4PLx9+xYAcOnSJe7pIp/Px86dO9G+\nfXuoqKjA2dkZeXl5n3gmaq+XL1+Cx+PB09MT6urqOHToEMLDw9G9e3eoq6vDyMgInp6eXPrc3FzM\nmjULjRs3hrKyMveksCxfX19oa2sjPDwcV69ehYFByQ/K4uJi8Hg8+Pr6wtraGurq6pgyZQq3XnFx\nMebNmwcDAwMYGhpizZo14PF4yM+X/uNQEmNjY2zYsAGmpqaYNGkSV4b169dDSUkJ//77L0QiETZu\n3AgrKyuoq6ujW7duCA8PFyvnzp070bBhQ6xdu/ZjDu1XpX///tDQ0OCexkq7/lbl82pvb4+VK1ei\nV69eUFZWRteuXZGcnAyg5Ol7r169oKqqCgMDA9y8eROA+PVZKBRiyZIlaNSoEfT19bknzaUyMzMx\nevRoaGtrw8rKCidPnqzUvubk5AAAVzFjb2/PPbV++vQpOnXqBGVlZTRu3BjR0eW7iE6ZMgWtW7eu\ncteU2iwlJQVnzpyR+JeWVtIadsaMGdDV1RX78/LywtKlS8vNnzp1qlj+u3fvRsuWLcX+du/eLZbG\ny8sLXbt2hb+/P6ZNmwZNTU1s374dr169wpQpU+Dv74/9+/fD0dER8+fP59a7efMmRCIRunTpws3L\nzc2Vuj/x8fFcuo0bN5Yr+7Jly7Bv375y8/v27StW3rNnz5bbJw8PD7E0K1euxIgRI+Dl5YU9e/Yg\nLy8Phw8fxqtXr+Dq6oqzZ89i/fr1GDlyJObPn49169bh1q1bMDMzQ0REBAYPHowJEyZgwoQJaN++\nPb7//ntuWl9fH2fOnEGLFi2goaGBCxcu4P79+xg5ciRGjhyJPXv2ICAggJueN28eOnTogA4dOiAu\nLg6hoaGIiopC8+bNuZZV7dq1Q6tWrWp197qyN9fFxSKuS4akG3xJXT6qowtH/Ns0qcuamDWSuM3K\nqu4uJmW9X2FT1e3U6RYWZZk10sB3Fvpi80KevxWbVlGSh66GElLe5aKFmS5+8fkHDeRkUVwsQkpm\nLiZuugAAmOXStlz+x/4Oh7a6IhLScvDt/x/ep7zLg67Gf+/2zckrxPFrEbgSEoNRPf9rLtZAVhZr\nDt5E44bqGO3YEqYG5W9iSfWp7lhQlJfDnB9t8Yv3P0gqM6ZEUnoONh65DQX5/z5mK8d1hpysDPyu\nSR5D4nJIDBLScrB2kj0MddUkpqFYqx4uLi7Yv38/li9fDgA4deoU1x1k7NixKCwsREhICICSpy+T\nJk0Se6pS1pUrV6CnpwdnZ2euq0lWVhbU1NQQExMj1tz0QwQCAdq2bYvp06fDzc0NaWlpmDt3LiIi\nItCsWTMkJibi1q1bOH78+KcdgBpmYGCA3r17w9vbm6uI8PT0xLJly3DgwAEAJT9U+/fvDy8vLwgE\nArRv3x6DBg2Cra0tRowYgVWrVmH37t3w8PDAvn37Khycq1mzZvD19eWmAwMD4eXlxVXsZGVl4cSJ\nEzAzM8PUqVOxePFinD59Gl27dkVQUBB++OEHXLlyBTo6OggMDET79u25J20yMjJYsGABwsLC8ODB\nA4hEIrGWIyKRCP3790erVq0QERGB9PR0uLq6YtmyZdi0aRO++eYbBAUFwdXVVWwbI0eOxPXr18Wa\nwnt7e+PYsWMAgC5duuDAgQOYPHly9Z2YWujevXsQCASQlZXF/fv3MWPGDO68DBkyBIMHD4a2tjYm\nTZqEuLg4/P3339DT0yvX3ePevXuYPn06zp49i+bNm+P169fltnXo0CEEBgYiNjYWXbp0wZAhQ9Ct\nWzds2rQJf/31F4KCgqClpYXRo0d/9P6cPHkS//zzDxQVFfH48WNkZmYiIyMDr1+/hoKCArZv344/\n/vgDfn5+4PP52LBhA3r37o2IiAiuOfilS5fw7NmzCpuH1yXNmjXDy5clLQMruv5W9vMKlHyW/Pz8\nYGhoiB49emDLli1Yt24dFi1ahIYNGyIpKQmvX7+WOOjgtm3bcOrUKQQGBkJXV7dc83Q3Nzc0aNAA\nUVFRePjwIfr37w9bW1uYmJhI3cf09HTMnz8fgwcPLtf8HgCmTp0Ke3t7XL16Fc+fP4e6urrY8j17\n9uCvv/7C7du3P1u3qpomJycHZ2dneHt7S1w+YsQIyMjIYOfOndi5c6fYsr59+8LMzKzcfABiFQNJ\nSUmYMmUKpk+fDgDYu3dvhd253N3dkZ+fDx0dHcyePRuhoaFwcXFBcnIyXr9+LXaOPT09MWHCBLH1\nO3fujNOnT0vMe/78+dz32IIFC7BgwQKx5dOnT0dsbCzOnTsntXxASSw5OTlh8+bNAICLFy9W2L3I\nxcUF9vb20NHRgaamJt68eQNnZ2f06dMHr1+/hq2trcR1SsdOycjIQHFxMbcNOTk5DB8+HLdu3YKV\nlRVXEayiogI1NTVoaGjg9OnTcHZ2xt9//819lkvz7dOnDx49egQ/Pz9u/udsYQF8fCuLsuuVJSNT\nvuWctLRych9uLxAR9QbGBtrl5n1M+aSVo6L0OXkFnzxgaHWqNxUW+loqaGkuPkBabOI7senUd3m4\nel+AdZPssXhfEJa7dYJZI028SszEjpP3sNm9G5f28ctEsXVb8HXQroUh/nkah542ZsjJK4RQxKCq\nVPJFeCv0NbafvIeurU3x+7xeYm+SaN/SCLYtGuHinWgs/P0a3Jy+hVM78+o+BOT/qjsWSr1OzsKu\n2T25cy6tS8iaA/9iSNfm8Az4b+CttMw8vErMhJAxbP+pB3TUlSANxVr1GDRoEGbOnInY2Fjo6enh\n0qVLWLlyJZKSknDq1Cm8efMGjRqV1FZv2bIFLVq0kPi0e+HChUhPT0doaCgaNWpU7X3mtbW10a9f\nP5w4cQJLly7F8ePH0bt3b2hra3945S9s4sSJcHd3x9KlS/Ho0SO8ffsWffr04SosrK2tYW1tjejo\naCQmJkJXVxdhYWFo1aoV1q9fjxYtWkBJSQk//PAD18xVmnfv3kFO7r+vNEtLS7HuITNmzEB2djbC\nwsKgp6eHO3fuAAAcHR3h7++PRYsW4cqVK5g2bRoCAwPh4eGB4OBgODo6gjGGP/74A1evXuWacS9Z\nsgSTJk0CAISEhOD58+cIDg6GoqIidHR0sHr1ari5uWHTpk1wdHQUq7Ao3cbIkSMRHByMlStXcuWc\nOnUqrKysAAB9+vSpNQMS1qRZs2Zx8ezg4ACRSITnz58DKKkMevnyJczMzHDo0CHExsZy56BDhw5c\nHgkJCRg0aBD27NkDOzvJXe2AkpsEAwMDGBgYoH379njy5Am6desGb29vrF69mutbvmrVKly+fFlq\nPomJiWJdO8LDw7l13dzcxG5qCgoK4OHhwd1k7tmzB2vWrOG6o61atQr79+/HjRs3uNZY7u7u0NMr\n352wrir9/H7o+luZz2up4cOHo02bkvGaXF1duZYYsrKySExMRG5uLvdZe5+XlxeWL1+OFi1aAABW\nr16NCxdKHlQkJibi3LlzSExMhJaWFhwcHNCuXTtcvnwZ48ePL5fX/fv3uVgZNWoU1xLsfbKysoiP\nj0dxcTEXG6WCg4OxfPlyBAUFwdCw9g2I9zF27NiBwMBAmJiYYMWKFcjOzsbjx4/RsWNHLo2VlRXW\nrl0LPp8vVmkkFArx8OFDvHjxolrLFBwcjNzcXOzZswdKSkrIzs7G6NGjucrSxMRELi4zMzNx9uxZ\nbNq0CUDJWBYXL16EpqYmVqxYAcYYrly5gp49e3L5q6io4M8//4SmpiZmzZpVbvs3b95EfHw8cnNz\noawsfYyyqnjw4AEMDQ2xevVqqKqqIi8vD8OHD8fo0aMRFxeHFy9eoHnz5lz6/Px87N69G7t27eJa\nqJUq7eapqakJABgwYAA8PDzQr18/ACUVRXPmzMHu3bvx119/YfPmzZg3b55YhZS+vj4sLS2RkpLC\nzROJRDXSHfBDlRCSlqsoKXzUep+StqI0Mv8/LpZ8/Up3D5SUX0XbqMpxMDWqeLDxqm6nsup0hcW2\nE/cQ+f/BFQVv3+FxVBIUGpQ8rcjOK0RmTiFi3mbg7L+RaG2lDwMdVWTmFqCBXNWfaDh8z0dhsRDb\nTtxDUbEQd8Lf4NsyN6pWJlpYM8EOm47ewcPIRKn5rJ/cFdrq5QcXIp/mc8bCh/Rub4lWlg3hGfAI\nhcVCnA5+gePXwtFAVgbjen9bYWUFQLFWXQwNDfHDDz/gzJkzaNy4Mfh8Pr755hvcvXsXKioq3I8S\noKSpMGOs3FOZ3NxcDB06FDExMWjbti1SUlIkvhnjU7m5uWHx4sVYunQpjhw5gp9//rnat1ETHB0d\nIRKJcPXqVZw6dQpjx44Ve2L877//YsyYMeDz+dzNXunx09PTg5ubGzZv3lypEfJDQ0PxzTffcNNl\nW7WIRCJMmDABwcHBsLW1RVFREbcdJycnLFy4EEVFRbh16xb27t2L3377DXl5eQgODsb69euRnJyM\n3NxcNGnShMuzbIWRQCCAiYmJ2MBwfD4fSUlJEAqFcHJygru7OzIzM5GSkoLJkyejffv2yMvLQ1hY\nGDp16sStVzbuNDU1xX7U1VVlz5Wfnx/mzp2Lli1bwsrKCnJycigsLMTLly+hrq4utd//b7/9BiMj\no3JjmLzv/eNb2kQ/NjYWTZs25ZZ9qEKwokE3329RpaOjI/ZEPDY2VuxGWVZWFiYmJlw3IUl51GVC\noRARERHw8PCAQCCo8Ppbmc9rKWnnevPmzZg9ezbMzMwwduxYbNiwAUpK4t+7sbGxUj/vsbGxKC4u\nLtdKouwgh2W1adMGd+/ehZ+fHyZOnAgPDw+xvEt5e3vjp59+gomJCWbNmgUPDw/uerl8+XK4uLjA\n2rrudOP86aefEB0djdDQUOjq6iI7OxsaGhpITU3Fw4cPuXSNGjUq99T99OnT6NChA+Tk5HD27FkM\nGDDgk8oybNgwBAYGomHDhrCyskLfvn3Rq1cveHp6wtbWFv369cOuXbvEWr0cOnQIPXv25N4WNXr0\naKSlpeHYsWPIy8sDY4x7behff/0ltr1//vmnXBlCQkIgJyeH8ePHw9PTEzNnzvykfZo3bx4OHDgA\nBwcHODk5wdbWFuPGjUNAQAD09fXh7u6OKVOm4N27d9DU1MTvv/8OT09PxMXFwc/PD87OzuXy9PLy\nQvfu3aGpqYmsrCyMHz8e+/btQ2hoKHJzc7Fx40bs2rULDRuWvImDx+Ph5s2bYjfaP//8MzZv3oyc\nnByuYq6goACJiYmQkZH54Dgf9U0T80YfTlQP1OkKi1lDbCAUirD7zAO0stTHxH6tcOJaBLTUFGDX\nqjE2H70LIz1VjOhhDVkZGSz1CkbfDpbc+qv+/BfyDWRRVCxCckYupvxa0r9yyoDWAIDM3EJsOXYX\nqZklT13l5WTRwdoI529F4drDWIzt/V+/c10NZcjweFBVaoDN7t2w5dhd9O1giQZyMjh8NQw/j+qA\npV7BaCAnI3HcAvJpajIWWlnqS9usRK2t/kv/LCYFYYIUbP+pO45cFX/danpWPiLj0yDfQJZirYa4\nuLjg7NmzMDY25rqDGBkZIScnBwkJCdzTBYFAADk5ORgZGXHjKgAl/eWTk5O5EcVXrVqFwMBAAPik\npwXvr+vk5ISJEyfi0qVLEAgEUl+vVtvIyMhg/Pjx2L9/P65cuSLWLBQoaR47Z84c7jVupU8wASA1\nNROaltcAACAASURBVBWHDx9G//79sWXLFuzfv1/qdhISEuDl5SXWDLfsD6SrV6/i8uXLiI6Ohry8\nPA4ePIh79+4BAMzNzWFgYABvb280b94cqqqqsLW1xYEDB6Curg5jY2MUFhZCRkYGcXFx3E1K2VfD\nGRkZIT4+HgUFBVxzX4FAAGNjY8jKyqJTp054/fo1jhw5gu7du8PQ0BAqKio4cOAAOnToILFJen1S\n9ly5u7vD19cXPXv2RGFhIdfXXF9fn6vwkfQ62YULF+LAgQOYOXMmNyZAVWhqaiIuLo77AV32/FbV\n+0/B3p82NDREVFQUN3aJUChEfHw89zYhSevUZXv37oWqqiocHByQmJhY4fVXXl7+g5/XD9HT04Ov\nry9evXqFAQMGYNOmTVy3tVLa2tqIi4vjWmiUjQcDAwPIyckhJyen0p9dGRkZDB06FMHBwXB3d8fV\nq1fLpTE3N0dAQADCwsLg5OQEMzMzrmvSb7/9hkmTJqFLly4YNmxYpbb5tZg2bRpsbGwgEAiwbds2\nLF++HK6urrh69Sr+/vvvcuOHZGRkYOHChTh06BDk5OQwePBg2NnZcU/9JVm7di03NkJ6ejomTpwo\nttzb2xuurq5YsmQJLl68iPDwcERERCA1taRJfPPmzREYGIhp06Zx63h6enJdMsoaPnw4nJ2dIRQK\nMXjwYMyfPx/+/v64efMmoqKixMbOKVVYWAh3d3fMnz8fP/zwA2xsbNC/f3+YmZlJ3ScfHx9u3Jfs\n7OxyFWarV69GcXExBg4ciPz8fKSkpCAiIgIJCQlo1qwZ1NTUkJKSgu+//x4AIC8vj4kTJ2Lr1q34\n+++/MWLECNy/f18sz9jYWHTr1g18Ph8TJ05ESkoK5s2bBz6fjy1btmDJkiW4ffs23N3duWvY+9ey\nNWvWwNXVFbdv38a2bdsAAHl5eVxLwwcPHpQbt6s+ktatoza+cvRzqNMVFg8jE+H91xPoaykj4lUq\npm29hLTMfMjJ8nD6xgswAPJyMpi8+SKGdm2OsNgULB3zX1O0pWM6Su0GcCr4OR5HJsK1Wwtoqf73\nVG1ET2tM2PAXzAw1q3wjS2pOTcbCxsO3EfEqFTIyPPy0/Qo3P+VdHtYfvgX5Mq00dDWUsHHqf++9\nbm2lL1aBUVZcUiYOXXkGu1aNKdZqyODBg/Hzzz9DU1OTa/5tZGQER0dHTJkyhRv5e968eRg/fny5\nH6dFRUVIS0tDcnIyEhMT4ePjwzUFV1ZWhoLC/9i797ia7z8O4K9zuigVRbWkm27IZTGVVKsxylwi\nw2hEzBj5SZiNuW6MGSOXDdvI/TJCDHMJYW5zWe7KpEjpfq/Tef/+aOe7Tp1cyzl13s/Hw0Pne3t/\nLt8vfd/n+/186uHy5cvQ19dXeJNVFSMjI1y9ehUpKSkwNTWFpqYmAgMDMWbMGAQGBtaq99pHjBgB\nGxsbvPfee5V++SopKUF8fDzy8vKwbt06ufeOQ0NDERAQgJkzZ8LBwQHDhw+XexIBKBvALiYmBmFh\nYRg9ejS6dKn8qpYsTn5+PhITE4X3ocvz8/PD999/j5CQEABlg5ouWbIEPXr0AFD2i5yfnx+mTp2K\n9evXIy0tTW5KXDc3N1hYWGDChAn4+uuvkZWVhRkzZgiJGG1tbfj4+GDx4sXCLDSyGOV/AWZlfXX3\n7l106tQJX3/9NaRSKYCymzlvb2988sknCA8Ph66uLq5duyZMlaevr489e/bA1dUVzZo1Q1hY2EvF\n9ff3x8yZM9GmTRsQEebOnVvtdZMJDg7G9OnT4eDgAGtra3z33XcwMzODh4fHK80qVBvJnpjYvHkz\nFixYgL179wpJief9+/u86/V5du7ciU6dOsHIyAhvvfWWwqfi/P39MWfOHDg7O0MsFsu9tmVlZQU3\nNzeEhoYKy/ft24fAwEBoaSmeplxm9uzZsLe3x2+//YZ+/frJrdu8eTO6deuGt956C4aGhnLlcnJy\nwqZNm9C/f39YWFjU+lmkypszZw4aNmyIgoICWFpawtjYGFZWVti4cSOWLl2KLVu2CNtmZmaiV69e\nGDRoEDp27Aig7MkGb29v7Nu3T+ETWIMHD8awYcOEp5YSEhIqDaZbcdpU2WwWskSV7N8h2es4ly5d\nQk5OjsKpOleuXInffvtNuJa1tLTwwQcfYPHixTh06BBmz54tt31RURECAwPh6OgofHHyzTffwMfH\nB/v27VN48/7+++/j1KlTwqscqampePRI/ga3Yp2uXbuG7OxsPH78WEhuSKVSoU7Dhw/H06dPhf/b\nNm3ahOHDhyMgIEB45aNjx47YunWr0JYfffSRcPwZM2Zg796ymesWLlyI1NRUISlrbm6ODh06ICoq\nCtu3b5d7EmrMmDEwMzPD2rVrAeCNjWGh6l72tY66rk6n8DNzCxE20BXThnpgRagvVoT6omcnewx+\nvxVWhPpiZagvwj5yw+xgL2TnF+FtO1Noa73YjYBnGwssGP0ehvi2lhto5dyNRxCLRXiYko2Ltx4/\n4wjsTarJc2HK4I74ZWqPSn9aNzPG1MHucsvKJysq0tLUQHrOf/+JXr+fiqYmBnyu1SArKyu0bt0a\nhoaGcvOmb9y4EXp6emjTpg06dOgAOzs7uRtUmSFDhsDGxgbW1tYYM2aM3H/eIpEI06dPx5AhQ156\n0MSwsDBs3rxZeH8aAD7++GPcv3+/xuYmrylNmzaFn59fpYHJAGD+/Pn47bffYGZmhqSkJOGVjsOH\nD2P//v2YPXs2jI2NMXXqVIwZMwYlJSUAygY1FIlEMDU1xezZszF9+nQsXLiwyjL4+vqiW7duaNOm\nDXr37i38Ulh+/Z07d4QnV95//33cvn1b7t3j1atXg4hga2uLIUOGCAO4AWUDkEVFReHhw4ews7ND\nly5d0LNnT7nR5H19ffHgwQPhF1xFMRiwdOlSzJkzB9bW1rC2tpZ7lWLbtm3Q1tZG27Zt0bx580rf\n/jVr1gw7d+7EtGnTsGvXrpeKu3DhQtja2qJ169b44IMPEBQUBC0trSq/QZeNYSH7o+j8rsrUqVPx\n4YcfomfPnrCxsUFsbCyioqJqVSLydfTq1QsaGhpwdnbGX3/9hZiYGOHmE3j+v78vcr0+y9mzZ9Gi\nRQtYWlqiYcOGlQY+BMq+kXdwcEDbtm3RrVs3Ybwama1bt+LBgwewtbVFq1atcOrUqRfqv8aNG2PG\njBmYNGlSpZvmPXv2wNraGs2bN4eHhweCgoLk1vfo0QOzZ89Gnz59hDFe6oJFixZh5cqVGDlyJGJj\nYzFnzhzMnTsXwcHB6NixozD1aHR0NDp06ABXV1e5hOLs2bPRuXNndOjQAd999x2ysuTHJHN0dJR7\nxcrKykrhKznlTZ06FdHR0RgyZAiAspv3Nm3aYMmSJSAiYbBNRU9STpkyBWvWrMHkyZPx6NEjhIaG\nYvLkyViwYAF0dHTkEu9Xr14VXm355ZdfhOUjRoxASEgIvLy8MH36dDx5Iv96r4WFhdy4EyYmJpXG\nPalo2LBhiI6OFv5fkp2zGzZsEGbgKikpkavTDz/8gEuXLgkJm/Lr//nnH0RERGDixIno0qULBg0a\nhCtXriAyMhJGRkbo27cvbG1tceTIERw4cABz5sxBSEgILC0tcenSJTg6OmLUqFEwNzeXG3umqKhI\nrZ4wYy9GRHU4nV9QVIJJK4/JLcvOL4aGWAQ9nf+y4FqaGvB1bQY9HW28+3bZt6OTVh5FenahwptW\nR4tGmDjwvxF1B8/Zgx8n+WHtvquIvZ+Kbz7xxqOnuZi/8QxaNTPBoPedsPvkHdxNTEdqVj7MGukj\nPaugbDBEEZCVWwRjw/pIzciDkYEuWjUzxqSP3GqoVdTTmzoXyqtq0E0Zv8nbcPC7gcLny3efYN7G\nM9AUi0FEEIlE+CrIA042/30zz+ea+tq0aROWLl2K8+fPK7sojNV5v/32G6ZOnYq7d+8quyiM1Umz\nZ8/GihUrYGxsDCcnJ5iYmODatWsYPHgwVq9ejZ49e+LAgQNwdHREVlYW/vrrL3z//fdCEqGi3377\nDV9++SU+/PBDjBkzBs2aNYOdnd0zyxAfH487d+7A1NQUffv2xZo1a3DgwAHo6Ohg2LBhmDhxItzd\n3TFt2jScOXMGX3zxBWxsbLBkyRJcv34db73139Ota9aswcyZM1G/fn04OTmhRYsW2LVrFz7//HNs\n2LABrVu3xu3bt6GhoYGwsDAkJSVh4sSJmDFjBkJDQxUmP44fP44pU6bA0dFReAVGlsCpysOHD7F/\n/364uroiNDQUgYGByM/Px59//olZs2Zh2bJlqFevHlasWIFt27Zh165dSElJgZ6eHlasWIF+/frJ\nJU+AsqcIU1JShKdGdXV1ceDAARw9ehQuLi7o0KEDiAjr16/Hpk2bsHLlSnTv3l1IIC9ZsgQJCQmI\njIzE9u3b0aBBA5SWluL48eMICgrCX3/9hfPnz2PixInIz8/H0aNHhXGtGAMAEFMobMURin+U8ULb\nDpodST/sOE/Ld12k/MJiYXlGTgEt3XmBNv0RW1PFZG/Ay5wL5X3x03H6Oy6lyvW+k7a+9DH5XFM/\nOTk5FBcXRw4ODrRlyxZlF4exOunQoUP0119/UX5+Pl24cIFatGhB3377rbKLxVidFRkZSdra2pSe\nnk5ERHfv3qV3332XANCRI0eIiKiwsJDCw8MpIiJC2K48AwMD8vHxIW9vb/rxxx9JIpGQVCqttLwq\nd+/epW7dulGDBg3orbfeouLiYlqwYAE5OTlR/fr1ydTUlKZPn07jx48nf39/Wr58OY0fP56IiBwc\nHMjb25u8vb0pLS2NMjIyKC8vTzh2dHQ06enpkbGxMf3www9ERHTjxg1q0aIF2djYUHR0ND18+LBS\nm/j7+9O6deuIiKioqIg++ugjevfdd8nX15fy8/Pltt+xYwd16tSJOnfuTE+fPiUioqlTp5KHhwfZ\n29uTvb09paam0u+//05hYWFkbGxMWlpa9PHHH9OsWbMoJiaG3N3dydTUlO7du0dSqVQ4tuw4wcHB\nJJVKKTc3lwICAsjNzY1WrlxZqS2HDx9O8+bNo4yMDFqzZg15e3tT+/btKSIigr7++mvauHEjubu7\nC2XNy8ujuXPnUuvWramwsJCIiIKDg4U2NTQ0pMzMzEpxKpbr+PHjZGlpSd7e3jR58mSF/VxxHxl/\nf3/6/PPP5baVSCQUHBxM7u7uNG3aNCIiSk5Opm7dupGLiwtFRka+cB9UjKfoODExMdSpUydyd3en\ne/fuKSx/bm4u9e/fn9zd3WnlypVUWlpKw4cPJx8fHxo+fDhJpVL6888/6b333qMOHTrQkiVLFB6H\niOjXX3+lVatWVbleVXHCopqUPyEZq0l8rqmXzZs3k56eHoWFhSm7KIzVWVu2bKFmzZpRvXr1yN7e\nnubOnUslJSXKLhZjddbx48fJ2tpa7uY3JCSEbGxsXvgYbm5uRFR2kxkSEkKbNm165vKK7t+/T9nZ\n2URE1KVLF3r8+DGFhYXRsWPHKDs7m1xdXUkikdC+ffvom2++kbvRk8WoSufOnSkjI4NOnTpFn3zy\nCRERDRw4kJ48eVLlPhXjFBQU0O3bt4mIaO7cubR1639fdEkkEvLw8KDi4mLasGEDffPNNxQbG0tD\nhw4lIqIRI0bQ6dOnhe0V1UtRGYlI4XHCw8Ppl19+IYlEQi4uLkKSQZGrV68SEdHDhw/Jz89PYVnT\n09MpMjKS3N3dqaCgQG7/p0+fUkBAQKXjKirX8ePHKyUdnrcPEdHOnTtp5MiRlfbdt28fzZgxg4iI\nunbtSomJiZXarrr6gEjxeVLR7Nmz6fjx48LnQ4cOCeWeM2cOHTt2jG7evEnFxcUklUqpbdu2Vd4r\n1NaEBb8kVE1qYv5gxhThc029DBo0CLm5uQpHI2eMVY+PPvoI8fHxKCwsxN27dzF9+nRoatbpcckZ\nU7qePXsK480UFxfj/v37wuwwv//+O3x8fNCuXTucP38e+/btw8SJE1FSUgIfHx8UFBQIx9HQ0MCC\nBQuEgRuft1zGxsYGBgYGAIB69epBV1cXFy5cgLe3NwwMDNCwYUMUFhaiZ8+ewuCUL6KwsBBisRiG\nhobw8PDAjRs38OTJExQUFGD06NHw9/dHenq6wvYoH0dHR0cYb0NDQ0NuTJ979+6hRYsW0NLSQufO\nnXH58mXExMSga9euACAsW7duHW7evKmwXhXLmJCQgBUrVig8zunTp9G1a1dh/Jl79+5VWX/ZQKGy\nMisqq5GREfz9/RWOE7Rt2zZ8+OGHlZYrKtfzKNonJycHkZGRCAwMrLS9rJ5A2VTFV65cqdR2eXl5\n+Pzzz1+7D/Ly8ir1gSLnz5/H7t278e677+Kvv/6CVCoVxmohIly9elUoh0gkgoGBgdy9Ql5eHvz9\n/fH+++9j+/btAID8/Hz4+fkJrzzduXNHmMr2wYMHCAwMxMmTJ9GxY0f4+PhUGhvmTeOEBWOMMcYY\nY+yN0tfXR9OmTXH37l1ERUWhZ8+ewuwarq6uiI6OxoIFCxAREYFevXrh9u3bWLRoEUaPHg1dXV25\nY+nq6lYayPRZy8uLjo6GhYUFGjZsiJKSEmHQxwYNGlR5o6ahoQF3d3eEhoZWmt0nPT1dmGZVJBJB\nKpUiISEBCQkJ2LJlC3r37o0VK1a8WCMBSElJwZEjR+QGlk1LS4ORkZFcORUtGzZsGFq2bKmwXhXL\naGVlhbFjx77wsRMSEuDj44NZs2YhPz8fU6dOlSv3V199hfHjxyvc91kiIyPh7+9fabmi42hrayMq\nKgoeHh5yU6M/a585c+Zg2rRpCmMr2l5R2y1YsKBG+kCRc+fOITQ0FGvXrsXUqVPRrVs3iEQidO3a\nFffv3xcGJAeAiIgIdO/eXW7/X375BX5+fjhy5IgwwLyWlha2b9+OEydOYO/evXB0dERGRgby8/Ox\nc+dOBAYGIjIyEnPnzkV0dDQaNGigsGxvCn99wBhjjDHGGHvjgoKCEBERgTt37uCnn37Cr7/+CgA4\ncOAADh48CE1NTeHb4pEjR2Ls2LFISkqqdJysrCzhaYkXWS4TFxeH+fPnC096iMsNfJ6dnY1GjRop\n3O/06dOQSqUYOXIkDh8+DIlEgu+++w6NGjXC+vXrkZOTA6DsG3BtbW1oamqiQ4cOqFevHjw9PfHt\nt99i//79wj5VzWxUWFiIYcOGYfny5XLT5hoYGAgxsrOz0bhxY4XLZCrWq/y2sjK+yLH19PSEZYcP\nH8ayZctw69Yt+Pr6ys3esmzZMtjZ2cHLywt///13leWqKD4+Hqampqhfvz4AICQkBH///TcGDx6s\nsFydOnVCbGwsUlJS0LVrV3Tv3v2Z++jp6QmzeqWkpCA5ORkffvghOnTooLDuDg4OVZ4TNdkH5Vlb\nWwsz3eTm5kIsFmPlypUAgMWLFwtPJZ07dw579uwRnqKQuXHjBkaPHg0AaNmyJYqKivD48WNMmjQJ\nxsbGyMjIAAAEBATg0KFDOHHiBP73v/+hRYsWmDhxIo4fP46vv/5aqU948xMWjDHGGGOMsTfOx8cH\np06dgra2tvBtM1B2I7Zu3ToEBAQIy9avX4+BAwdWurmXSCSYNGkSxo4d+0LLZZ4+fYoxY8Zg3bp1\n0NPTAwA4OTnhzJkzwo2kjo5Opf2ICFKpFGKxGA0aNIBIJEKPHj0QHR2NXbt2wcDAAJmZmcjJycGZ\nM2fg4uICR0dHXL9+HaWlpcIj/OX3UUQqlWLEiBH4/PPP5aYxBQAHBwdcvnwZEokEx48fh6enJ955\n5x0cPXoUAIRlMhXrpaiMMoqOI1tWWlqKu3fvwt7eHiNHjkTbtm0xYMAAnDp1Cj4+PgCAXbt24fbt\n2/jiiy+qLGtVNm7ciEGDBgmfw8PDER0djVGjRiksl0QiEeojS+g8a5/3338fZ86cwdatWzFjxgz0\n7t1bSFZUrLusXao6J2qiDyQSCZKTk+XapFGjRkhKSkJSUhIaN24MIkJpaSmKioqwbds2+Pn54d69\ne5g1axbWr19faYplc3NzXLlyBQBw4cIFAGWv3fTo0QNLlixBaWkpgLJXI3/88UfY2tpCU1MT5ubm\niIyMRFJSEv78888q++yNUM7QGYwxxhhjjDF1VH6wxJkzZ1JUVBQR/TeY5VdffUUuLi40btw4CgoK\noq1bt9KsWbMoJyeHXF1dqbCwUJgNxMfHR5hZg4iqXF7R6NGjK832ER8fTx4eHuTp6UkxMTFERDRx\n4kRq3rw5OTg40Lhx4yg3N5fc3NzI09OTRowYoXCAw6ioKHJxcSE/Pz9hoM3Vq1dTx44dqUePHgpn\nwKgYZ+vWrWRiYiKU7+jRo3Lbr169mtzc3Khfv37CDCWjRo0iLy8v+uKLL4iobJDFGzduKKxXxTI+\nePCAli9frvA4aWlp1LVrV/L09KSdO3c+s291dXXJ09NTbuaOimVNSUkhb29vatiwIXl5eQn936lT\nJyouLq7y2BXLtXXrVvLw8CA3NzfavXv3C+0jo2jAzsLCQurXrx95enrSsmXLiIgUtt2UKVNqpA9O\nnDghzCojc/78eerYsSN5eHjQlStXqKioiDp06EDu7u7CQKx+fn7Upk0b8vb2pq5du8rtn5ycTJ06\ndaLu3bvT8OHDadWqVXTx4kVq0aIFDR06lFq3bi1s26VLFzp37hwRlQ3o6eHhQd26dRMGp1UWEVGF\nF68YY4wxxhhjjDH2xixYsAADBw4UXgF5kwoKCtCjRw8cO3bsjcd+Hk5YMMYYY4wxxhhjauiff/7B\nwIEDMXv2bPj5+Sm7OJVwwoIxxqpARLh8+TJat25d5WBIjLHXx9caK+9Z50NGRgaSk5MrvdPPGGOs\nblLbQTclEgk6duwoTO9SXn5+PkaPHo3mzZvDysoKgwcPFuZ7zsjIgL+/P5o2bYo2bdogJiZG2G/L\nli2wtbWFjY0NRo8eLUwzs3TpUtjb26NFixbCoCWlpaXw9fVVONIxe3MWL14MKysr2Nra4quvvqo0\nNRVQNsJ0UFAQzM3NYWNjg/379wPgc6G2O3r0KFq2bAkrKyv0799fGARJZuzYsbC0tMQ777yD7Oxs\nYXlGRgYGDx4MBwcHtGjRAjt27BDWTZo0CU5OTrCwsMBHH32EvLy8N1YfVUJEmDp1Klq0aAEbGxt8\n8MEHSE1NBVA2J3qHDh1gaWmJ5s2bV9r3We175coVtG/fHpaWlujatSseP34sxJsyZQosLCxgb28v\nTBcnlUrx8ccfw97eHh4eHkhLSwMAJCYmws/PTxhoitWsV73W3N3dYW9vL/zR0dHBjz/+KLfvsmXL\nIBKJcPHixTdSF/b6XvV8OH36NDw8PNCkSZMqp4Tk84Exxuog5QydoXxfffUVBQQEUKtWrSqte/To\nEW3bto1KS0upuLiYunTpQosXLyYiomHDhtH//vc/IiI6ePAgmZubU0lJCd29e5eMjY0pLi6OiouL\nycvLi1asWEG5ubnk4OBARUVFdOTIEerbty8REc2bN++ZAwGxmhcdHU3NmjWjtLQ0ysrKIkdHR9q/\nf3+l7fr06UNTpkwhiURCRCQMqsPnQu2VmZlJjRs3pvPnz5NUKqVBgwYJA0PJREVFUUZGBgGg1NRU\nYfmIESOEfo+LiyNTU1NKSkoiIqKEhAQiIiouLiZ3d3dau3btG6qRaiktLaUVK1ZQSUkJSaVSCgoK\novHjx1NSUhI1adKETp06RUT/XUvlVdW+paWlZGtrS7t27SIioqlTp1L//v2JiGjdunXk5uZGBQUF\nlJiYSMbGxnT9+nU6ePAgBQYGEhHR9OnTaenSpURE5O/vTzdv3qzxdmCvd62Vl56eTqamppSVlSUs\nu379Onl5eZGVlRVduHChRuvBqsfrnA83btygS5cu0YwZM2js2LGVjs3nQ+1y/Phx0tbWpvT0dGHZ\nhQsX6GVuTWSDa3p7e9OPP/74ystl1qxZQ97e3tS+fXs6ceIEERHt2LGDOnXqRJ07d6anT59SXl4e\nzZ07l5ydnamwsFCoi6WlpdwgkxVNnTqVPDw8KDg4WBikc+XKleTm5kY9e/astL2iOH/++Se99957\n1KFDB1qyZInc9hKJhIKDg8nd3Z2mTZtGRGWDLXbr1o1cXFwoMjJSbvuK9aqqjFUdJyYmhjp16kTu\n7u507949hXUmIioqKqKPPvqIvL29ydfXl/Lz8xWW9cqVKzRy5EgaN24cERHdvXtXGGy0ffv2NGDA\ngErHVlSuoKAgcnFxUThI6avsc+vWLXr33XfJxcWF/vzzzyrbrqb7oLzTp0+Tu7s7ubu7U0JCAt28\neZN8fHzI3d1d+B1pzpw5QvtlZGRU2T/e3t5UUFBQ5XpVoZYJi7Nnz1KXLl3o6NGjChMWFYWFhdG0\nadNIKpWSvr4+3b9/X1hna2tLZ86coYULF1JQUJCwPCIigrp160Y5OTlkZ2dHeXl5FBUVRUOGDKHY\n2FgKCAiogZqxl/HZZ5/RzJkzhc9z5syhUaNGyW1z7do1srGxEZIVMnwu1G7bt28nb29v4fPJkyfJ\n0dFR4bYVf2lu1aqV8IsMUdnN7y+//CK3z+PHj6lt27Z0/vz56i14LRUeHk6BgYEUFhZG06dPf+a2\nVbXv+fPnydraWliekJBA9erVI6lUSh988AH9+uuvwrrg4GCaN28eHThwQPglZ9KkSfTzzz/T6tWr\n6bvvvqvW+rGqvc61Vt6CBQvos88+Ez4XFRWRu7s7Xb9+naytrfkGtZaojvNh5syZlRIWfD7UPseP\nHydra2tauXKlsCwkJIRsbGxe+BiyGUUkEgmFhITQpk2bXmm5zNWrV4mI6OHDh+Tn50cSiYQ8PDyo\nuLiYNmzYQN988w2lp6dTZGQkubu7Czd6imabKC82NpaGDh1KRGVJ+dOnT1N8fDwFBwdXuY+iODdv\n3qTi4mKSSqXUtm1buRvaffv20YwZM4iIqGvXrpSYmEhhYWF07Ngxys7OJldXV2FbRfVSVEYZ5pu1\nEwAAIABJREFURcfp3LkzZWRk0KlTp+iTTz6psh4FBQV0+/ZtIiKaO3cubd26VWFZz549S3v37qWB\nAwdWOsbSpUsVzkyiqFxBQUHP/ELiZffp378/xcXF0YMHD8jX11dh28nUZB/IlJaWUu/evSknJ0dY\nNmjQILp58yZJJBJhhpDc3FwiIvr2229pw4YNVbZHbUlYqN0rIbm5uRg7dix++eUXiMXPr35WVhZ2\n796NgQMH4smTJygoKIC1tbWw3traGo8ePUJcXBxsbW0rLdfX10doaCg6dOiA77//HtOnT8eECRMQ\nHh5eI/VjL66qPivv0qVLcHJywuDBg+Ho6IiAgAAkJyfzuVDLvUjfV+Xtt9/Gli1bUFpaioSEBFy8\neBFPnjwBUPa6g42NDaytrTFgwAC5ec3VVUlJCdavX4/AwEBcvHgRUqkUHTt2RIsWLTBv3rxK21fV\nvhX7zMLCAhKJBOnp6VX2p6+vL/T19dGyZUs8fvwYXl5e+O233zBx4sQ3Unf2eteaTGlpKVauXIlx\n48YJy7766isMHDgQTk5O1VZWVvOq43xQhM+H2qlnz57YtWsXAKC4uBj379+HmZkZAOD333+Hj48P\n2rVrh/Pnz2Pfvn2YOHEiSkpK4OPjI7yqDQAaGhpYsGAB1q5dK3f8l13etm1bYb2+vj7u3buHFi1a\nQEtLC507d8bly5dhZGQEf3//lxprJyYmBl27dgUA4Tg7duyAoaEhOnfujG+//bbSPoriyMoiEolg\nYGAAkUgkrDt9+rQQw8fHB1euXMGFCxfg7e0NAwMDNGzYEHl5efj8888V1ktRGdetW4ebN28qPI5Y\nLIahoSE8PDxw48aNKuuuo6MDR0dHuXZVVNaOHTuiTZs2Co+xb98+9OjRo9JyReV6npfd59GjR7C1\ntYWVlRWys7MVtt2lS5ewffv2GumDii5evIgGDRpg4MCBGDJkCIqKiiCVSpGVlQWJRILExERkZmZC\nT08PAPDw4UM4ODjIHSMmJgYuLi7o3bu38Lpuxevtyy+/RGRkJABgzpw5OHz4MKZMmQJPT0988cUX\nz23n6lbnExbx8fFy78BOmDABEyZMgJWV1XP3LSgoQL9+/RAWFoY2bdpALBZDJBLJ/QMhEokgFouF\nPxWXA2XvY964cQPHjh3D9u3bMWTIEFy8eBG9e/dGQEAA7t27V/0VZ5VUPBee1WcyycnJuHLlCubP\nn49bt27B3NwcEyZM4HOhlnuRvq/KDz/8gPT0dLRq1QphYWFwdnaGqakpAMDT0xP//PMPHjx4gCNH\njuD777+vkfLXFlKpFMHBwXjvvffQvXt3JCcnIzExESdPnkR0dDTWrl2LgwcPyu1TVftW7DPg+dec\nWCzGzz//jJs3b2Ljxo0ICwvD0qVLMW/ePPTp0wcjRoyQ+6WXVb/XudZkdu/eDXt7e2GQxZMnT+LK\nlSsYP358tZaV1bzqOB8q4vOh9tLX10fTpk1x9+5dREVFoWfPnsJYYq6uroiOjsaCBQsQERGBXr16\n4fbt21i0aBFGjx4NXV1duWPp6uqisLCwUoyXXQ6UJcDGjx+PtLQ0GBkZAQAaNGiArKwshdtra2sj\nKioKHh4e+P333yutV3ScBw8ewNTUFEeOHMGhQ4fw4MGDZ7SUvIiICHTv3v25MUpKSoTrS7ZswYIF\nCrdVtGzYsGFo2bKlwuMYGhoCKLuGpVIpAODnn3+Gj48PTp48iZ07d+LMmTNC+VJSUnDkyBF069bt\nhdsVAO7cuQNLS0vo6OhUWldVuYYOHYqAgADhZvx19pHV7Vnt/M4772DAgAE10gcVPXjwAOnp6YiK\nioKNjQ22b9+O2bNnY9q0aRgyZAiMjIxQUlKCmJgYtG7dGv/88w+cnZ3ljjFt2jQcOHAAO3bsEMYQ\nqni9ffzxx0LCIiYmBl26dMHhw4dx4sQJhV821bQ6n7CwtbXFvXv3cO/ePcTExGD//v34/vvv4ezs\njJEjRyIuLg6+vr6V9svNzUWPHj3Qs2dPfPbZZwAAExMTiMViuW8DHjx4ABsbG1hYWCAhIaHS8vL+\n/vtvXL58GQMGDMCXX36JnTt3IiQkBDNnzqyZyjM55c+Fe/fuvVCfmZmZwdXVFba2thCLxRgwYABi\nY2P5XKjlXqSPqmJiYoJt27bh1q1b2LFjB+Lj4yt9K2BmZoagoCBER0dXY6lrF4lEgsDAQJiYmGDh\nwoUAytolICAA2traMDMzg4+PD2JjY+X2q6p9K/ZZUlIS6tevDyMjoxfqz59++gne3t5ISUnBrVu3\nEBkZCQsLC2zcuLHmGoG91rUms3TpUoSEhAifV6xYgQcPHqBdu3ZwdnbGo0ePEBgYiHPnzlVXsVkN\nqY7zoSI+H2q3oKAgREREYNu2bRg4cKCw/MCBAwgMDMSmTZuQm5sLABg5ciTCw8PltpPJysqCgYHB\nay9ftmwZ7Ozs4OXlBQMDA+GGLjs7G40bN1ZYh06dOiE2Nha7d+/G1KlTAQAhISHw8fHB6tWrFR5H\nU1MTnp6eEIvF6NixI/755x+5fapy7tw57NmzR4gjoyiGWCwWEkDZ2dlo1KhRlds+q64Vj1N+WyIS\nngK5du0a9u/fj23btiEiIgLt27cHABQWFmLYsGFYvnw5tLS0XrhdAWDjxo0YNGgQgLL/9318fODj\n44OEhASF9fvhhx9w/vx59O7dG4sXL36lfcor/8WkpqbmM8tek31QvgydOnWCSCSCp6cn4uPj0bx5\ncxw5cgTbt29HcXExjI2N4enpidjYWAQEBAi/g8mUlJTAxMQE9erVQ7NmzQBUvt6cnJyQlJSE2NhY\ntGnTBhoaGpgyZQr8/Pzwxx9/VNlfNaXOJyzKMzMzw+PHj3HlyhVcuXIFa9euhZ2dHQ4dOiS3XUZG\nBnx9fTF06FBMmDBBWC4SidCnTx/hEf5Dhw5BR0cH7dq1Q58+fRAZGYnExESUlJRgzZo1GDJkiLCv\nRCJBaGgoli9fjsLCQhQWFkIkEkEikQgzSLA3q2/fvoiIiEBWVhays7OxceNGuT4DAD8/P5w7dw7/\n/PMPAGDXrl1wd3fnc6GW8/Pzw/nz53Ht2jUQEVatWlWp76uSlZUFKhv/BwsXLoSpqSlcXFyQlZUl\nPL5XWFiIyMhIuLu712Q1VFZRURECAgLg5OQk959/nz59sHHjRpSWliItLQ0nTpyo1EZVta+rqyvy\n8/OFf69Xrlwp9Fnfvn3x008/obi4GElJSfj999/lfqF98OABdu/ejdDQUGRkZAjfdvA1V/Ne51oD\ngL/++guJiYno1auXsEyW0JL9X25ubo5NmzbBzc2tJqrAqtHrng+K8PlQu/n4+ODUqVPQ1tYWvrUH\nymZxW7duHQICAoRl69evx8CBA4XXSGQkEgkmTZqEsWPHvtbyXbt24fbt28Ij7w4ODrh8+TIkEgmO\nHz8OT09PhXWQSCQAym5CtbS0AADh4eGIjo7GqFGj8M477+Do0aMAIBynffv2OH36NAAgNjYWDg4O\ncvsocu/ePcyaNQvr16+HhoaG3LryMc6cOQMXFxc4OTnhzJkzwk2w7CkFRfVSVEaZiscxMDBAZmYm\ncnJyhFhAWXJZT08PK1aswN69e6GjowOpVIoRI0bg888/F56SU1TWqhw9ehSdO3cGADRt2hTR0dGI\njo6GlZWVwvrJ+sLQ0BAikeiV9imvQYMGSEhIwMOHD9GkSZNnnhM10QdpaWlyT4I6Ozvj7NmzAICr\nV6+iRYsWwu8xZ8+eRbNmzSASiYQZlt566y3k5+fL1amoqAhZWVnIzc3FzZs3ASi+3rp3744JEyYg\nMDAQABAQEIA9e/Zg0qRJVfZXjVHGwBmq4vjx48KgmyUlJdStWzd6+PAhhYWFka6uLtnZ2Ql/ZKPL\nJycnk6+vL1laWlK7du3o8uXLwvFWr15NdnZ2ZGFhQZMnT5YbDGf27NkUEREhfJ4zZw7Z2NiQs7Oz\nMMgPe/Nk/WBlZSXMBFP+XCAi2rNnD7Vq1Yrs7OxowIABwojWfC7Ubnv37qXmzZtT06ZNadiwYVRU\nVET/+9//6MCBA0RUNqCUnZ0dAaBmzZpRu3btiIho165dZG1tTU2aNKG+ffvS48ePiYgoLS2NOnTo\nQFZWVuTg4EBhYWFUXFystPopU3h4OGlqasr9GzplyhQqKiqicePGkZ2dHTk6OtLy5cuJqGxAMtms\nOVW1L1HZCOlt27alpk2bUq9evYRrsaSkhMaNG0fW1tZka2tLmzdvFvaRSqXUs2dPYdCvoqIi8vf3\nJzs7O+rWrRtlZ2e/qWZRW696rRERDR06lBYsWPDM4/Mgi7XLq54PkZGRZGdnR0ZGRtSwYUOys7OT\nG2xXhs+H2qH8QJUzZ86kqKgoIvpvYMyvvvqKXFxcaNy4cRQUFERbt26lWbNmUU5ODrm6ulJhYaEw\n64ePj4/cbGsvu1xGV1eXPD095Wb7WL16Nbm5uVG/fv0oLy+PUlJSyNvbmxo2bEheXl4UFRVFW7du\nJQ8PD3Jzc6Pdu3crrO+oUaPIy8uLvvjiCyIqG4zyww8/JA8PD/r2228rba8ojp+fH7Vp04a8vb2F\nwRVlCgsLqV+/fuTp6UnLli0jIqL4+Hjy8PAgT09PiomJISKiKVOmKKyXojL++uuvdOPGDYXHiYqK\nIhcXF/Lz86MnT55U0ctEW7duJRMTE2HGiqNHjyosa0REBLm5uQnbSiQSOn36NI0fP77KYysq15Ah\nQ4T2SU5Ofu19Lly4QK6uruTj40O3bt1S2HYXL16kbdu21UgffPLJJ5SWliZXppkzZ1KnTp1o0KBB\nVFJSIsw20q1bN0pMTCQiop49ewozs1Ss044dO6ht27Y0ZMgQYYa1itcbUdngsy1bthT2c3NzIzc3\nN5o/f36VfVJTRET/PqfCGGOMMcYYY4wxpRszZgxWrVqllNiRkZG4ffs2Pv/8c6XEL48TFowxxhhj\njDHGGMNPP/2E7du3Y/fu3WjQoIGyi8MJC8YYY4wxxhhjjKketRp0kzHGGGOMMcYYY7UDJywYY4wx\nxhhjjDGmcjhhwRhjjDHGGGOMMZXDCQvGGGOMMcYYY4ypHE5YMMYYY4wxxhhjTOVwwoIxxhhjjDHG\nGGMqhxMWjDHGGGOMMcYYUzmcsGCMMcYYY4wxxpjK4YQFY4wxxhhjjDHGVA4nLBhjjDHGGGOMMaZy\nOGHBGGOMMcYYY4wxlcMJC8YYY4wxxhhjjKkcTlgwxhhjjDHGGGNM5XDCgjHGGGOMMcYYYyqHExaM\nMcYYY4wxxhhTOZywYIwxxhhjjDHGmMrhhAVjjDHGGGOMMcZUDicsGGOMMcYYY4wxpnI4YcEYY4wx\nxhhjjDGVwwkLxhhjjDHGGGOMqRxOWDDGGGOMMcYYY0zlcMKCMcYYY4wxxhhjKocTFowxxhhjjDHG\nGFM5nLBgjDHGGGOMMcaYyuGEBWOMMcYYY4wxxlQOJywYY4wxxhhjjDGmcjhhwRhjjDHGGGOMMZXD\nCQvGGGOMMcYYY4ypHE5YMMYYY4wxxhhjTOVwwoIxxhhjjDHGGGMqhxMWjDHGGGOMMcYYUzmcsGCM\nMcYYY4wxxpjK4YQFY4wxxhhjjDHGVA4nLBhjjDHGGGOMMaZyOGHBGGOMMcYYY4wxlcMJC8YYY4wx\nxhhjjKkcTlgwxhhjjDHGGGNM5XDCgjHGGGOMMcYYYyqHExaMMcYYY4wxxhhTOZywYIwxxhhjjDHG\nmMrhhAVjjDHGGGOMMcZUDicsGGOMMcYYY4wxpnI4YcEYY4wxxhhjjDGVwwkLxhhjjDHGGGOMqRxO\nWDDGGGOMMcYYY0zlcMKCMcYYY4wxxhhjKocTFowxxhhjjDHGGFM5nLBgjDHGGGOMMcaYytF8kY0k\nEgkmT56M5s2bY/To0Thw4AD27dsHbW1tDBs2DO3atQMAbNq0CadOnYKenh7Gjh0LW1tbueOcOXMG\nmzZtglgsRt++fdG5c2cAUHi8y5cvY926ddDU1ERoaCgsLCzw8OFD7NixAxMnTqzmZmCMMcYYY4wx\nxpgqeaEnLHbt2gVTU1MAQHJyMg4dOoTFixdj8uTJ+PHHHyGRSBAbG4tbt25hxYoVCAoKwqpVq+SO\nUVBQgA0bNmDu3LmYO3cutmzZguzs7CqPt3fvXsyfPx/Dhw/HkSNHAAAbN27E0KFDq7kJGGOMMcYY\nY4wxpmqe+4RFYmIi4uLi4O7ujlu3buH8+fNwd3eHrq4uLCwsYGJigvj4eJw7dw4+Pj7Q0NBA27Zt\nkZ2djczMTBgaGgIArl69ipYtW6JRo0YAgNatW+Pvv/9GWlqawuMREUpLS1FcXAwdHR2cOHECTk5O\nMDY2fqkKPnr06IW3FYvL8jdSqfSlYlQXc3PzlypvdVJm3dU1NqC8PlfXNuf+Vk69uc/Vq8/VNbaM\nMvpcndtc2fH5Glef2DJ8jatHbBm+xmuWubn5c7d5ZsKCiPDrr7/ik08+wa1btwAAaWlpsLS0FLZp\n1KgRMjMzkZaWBhcXF7nlGRkZQsLi6dOnMDExEdY3btwYGRkZVR6vT58+mDVrFoyMjBAcHIy1a9di\n2rRpL1j1/8gavLq3rSnKKoMy666usZVZBnVtc+5v5eA+V68+V9fY5b3pcqhzmys7vrLKoK59rgr9\nDfA1rg6xy+NrXLmembD4448/0KpVK5iZmQkJC4lEIlcJsVgMsVgMiUQCkUhUablMxfUikUjYT9Hx\nnJ2d4ezsDAD4+eefMWDAAGzfvh0PHz5Es2bN0L9//xeqoJmZ2QttpypqW3nZ6+M+Vy/c3+qH+1z9\ncJ+rl7rY35s3l/09eLByy6Gq6mKfs6pxfyvXMxMWJ0+eREFBAc6ePYvc3FwUFRWhe/fuSE9PF7ZJ\nS0tD48aNYWhoKLc8PT0djRs3Fj4bGRnh+vXrcvs5ODggPz9f4fFk4uLiIJFIIJVKIRKJMGXKFCxf\nvhxJSUlo2rTpcyvIr4S8GHV57EiVYgP8mJk6xQbUs7+VHV/ZdVfHPlfX2DL8uLh6xa+L1/ju3bqI\njNQFAGRkFKBv34I3Fvt5lN3fAF/j6hJbpi5e46oU+7VfCfn666+Fn6Ojo3Hr1i288847CA8PR69e\nvZCamorc3FzY2Nigffv2OHz4MLy8vBAbGwtzc3Po6+sL+7/99tvYvHkzsrKyQES4c+cORo0aBWNj\nY4XHA8oaadu2bQgJCcHNmzeFY0mlUhDRy7YHY4wxxhhjTIH55+cj+vcmSD73nrDsyhrgx2vH4dP9\nMb5w/UKJpWOMqasXmta0PFtbW3h5eWHixInQ1tbGp59+CpFIBFdXV9y4cQPjxo2DgYEBxo8fDwDY\nvHkz3n77bbRq1QqDBg3C9OnTAQBDhw6Fjo5OlccDyl5J6dixIwwMDODs7Iw//vgD48ePh7OzMyws\nLKqxGRhjjDHGGFNfBrc/RfK5nErLk8+9BwNbA8BVCYVijKk9EdXxRxWSk5NfeFtlP3ZkZmb2UuWt\nTury2JEqxQaU1+fq2ubc3+r3yLay666Ofa6usWWU0efq3ObKjl9XrvFdu3QQGamDuxl3kVuSJ7dO\nX0sPDkYO6NOnEAEBhWp9vgF8jatLbJm6co2rauwXGR9EtYYAZYwxxhhjjL0xsmQFAJjpNQEASEuK\nIcnLA4iEZZGROti1S0dp5WSMqaeXfiWktnmVzJAys3jKjK3s+BybY3Psuhtb2fE5NsdWh/jc5hz7\nVRARZM9b62vpQ19LD+lZWQAA7UIp9LX0hfVEJMSs7fWujfHVtc3Vtb/VOXZ5dT5hoYr279+PX375\nBZaWlgCADz/8EIsXL4aDgwOKiorg6OiIzz77TG6f3bt3w8zMDO7u7sooMmOMMcYYq4Nks4DIZgYx\n0zND+tOyWREaFWoJ2/XpI5sxhB/QZoy9OZyweMO2b98OsViMkSNHwtTUFC1btsTixYsRHh6OY8eO\nYciQITh48CDGjRuHlJQUiEQirF69Gjt37oSVlRX279+PxMREzJs374WmgWGMMcYYY+xZyict9LX0\noVuqAQCoVygFiNCnb2Gl6U0ZY+xNqPMJC9mgIdW97asyMTFBVlYWcnNzkZCQgKNHj0IsFuPChQuQ\nSqWIjIxEvXr1EBwcjIMHD0JDQwOrVq2ChYUFhg0bhtLSUuzbt6/aZ0l5E3Xn2KpTBnVtc+5v5eA+\nV68+V9fY5b3pcqhzmys7vrLKUBMx+/Urgkgkwq4dmmhUXDZWBRHB1/0f9OtnBNmTFep8vsnwNV73\nY5dXV67x2hBbkTqfsFA1Dg4OSElJAQDY2dnhypUrKCkpgZWVFRo1aoT09HQ8fPgQWVlZKCwshIaG\nBkaPHg0TExNMmDABUqkUS5YsUXItGGOMMcZYXRMQUIjC1Bxsii17wsKzyXH4dnAC0FG5BatmRISE\nPZHQNTWFaScPZReHMfYMdT5h8azBQm4s+R4Z165Wazyjtm/DKTSsyvUWFhbYunUrEhMTAQCZmZmQ\nSqW4efMm6tWrh8LCQnTv3h1XrlzBkydPIBaLcfnyZZw8eRJdu3ZFaWkppk+fDldXV/Tr169ayw6o\n78AuHJtjc+y6HZ9jc2x1iM9tzrGrQ9cOt/GgyTUAgGeTY5AU2iqMU5vrnf/4MRJ2/wYAaPROB4i1\ntJ6zR/XGf1W1uc1ra2xlx1fX2OXV+YSFKkpLS8MPP/wAAPj5558hkUjw6aefokmTJvjoo48AAO++\n+y7y8/OhoaGBZs2aYd++fTh69CgAQFNTE507d1Za+RljjDHGWN1CRHiwYzvSr16BZ5MkYbm0qEiJ\npaoZxRkZws95DxNgYGunxNIwxp5FrRMWFZ+EkL2vU9PZJCsrKxQUFGDZsmVISUlBaWkpFi1ahCtX\nrsDZ2bnS9vb29tDT08PChQsBAFOmTIGRkVGNlpExxhhjjKmPwtQUJP2+v9Ly+E0b0OT9rkooUc1I\niTmFu7/+LHwurYMJGcbqErVOWChDcXExmjZtitmzZyMoKAiPHz9GcXExmjRpgvT0dJibmyM1NVUY\nfPPRo0fKLjJjjDHGGKvjitMz5D5r6OigtLAQAEClpRBpaCijWNXu7s9r5D6TRKKkkjDGXkSdT1io\n2iwhUVFRMDIywrfffguxWIzk5GSIRCK0a9cOvr6+2LlzJx48eIAxY8agXbt22LRpE8RiMW7evInx\n48cDABITE6u9rOo6Eq0qjILLIw+rR2xllkHZ9eY+V68+V9fY5fEMAuoTX1llqImYCZG75D5rNWgg\nJCykxcXQ0tOrsdgv6nViExEeHfmj8orS0pc+Ll/jdT92eXXlGq8NsRWp8wkLVfPhhx/Kfe7SpYvw\ns1gsxrvvviu3PjAwEACwf3/lR/QYY4wxxhirDtm3bwEA9G2awcTdHTnx8Sj8d2a70oICIWFRG6Wc\nOY3727agODOz0jppSYkSSsQYe1F1PmHxKuNRqPNorOpad47NsTl23Y7PsTm2OsTnNufYr6okN0f4\nudWkKdDU08Ptn1b9tz4/H9oVYtWmepevCwDUt7RE/aYWePrnWZSWlLz08fgaV5/Yyo6vrrHLU63n\nPRhjjDHGGGNvVEl2NgBA16wJNP99ksK6bz9hfWlhgVLKVR0kBZXLLsnNhViz7HtbfsKCMdXGCQvG\nGGOMMcbUmGysCg0dHWGZjqkpGjq1Kluv4Ka/tih6+rTSMmlxMcRaWgCAwpQnuL5oITJvXH/TRWOM\nvYA6/0qIqg26qaplUNeBXdS1z9W1zbm/lYP7XL36XF1jl8cD8qlPfGWVobpjUnExgLKERflja+rq\nAvj3Bv/f5bXtfEv/62KlZaVFRULCIulA2Thxmddj4bV+Y42V43XUtjavC7HLqwvXeG2JrYhqlYYx\nxhhjjDH2Ril6wgKAcFNPtfS1CalEgsfHjwEAHD/5FObd/AAAVr39IdbUqrR94oH/Brmn0lL8vWA+\nLk6ZhJKcnErbMsbejDr/hAUPull74nNsjs2x625sZcfn2BxbHeJzm3PsVyUb50Fcr57cMUUaGgCg\ncGDK2lDv1AvnUZKVhfpNm8LYvROMO7rDxMMDehaWSNizu9L2/+zcjia+fhCJRMi8cV14TeT+ju2w\nHzb8peNXt9rQ5nUttrLjq2vs8p6bsJBKpfjmm2/w9N/3v4YPHw5nZ2cMGjQIxsbGAAA7OztMmDAB\nALBp0yacOnUKenp6GDt2LGxtbeWOd+bMGWzatAlisRh9+/ZF586dAQAHDhzAvn37oK2tjWHDhqFd\nu3a4fPky1q1bB01NTYSGhsLCwgIPHz7Ejh07MHHixGptCFV28+ZNWFtb4/bt22jdujW0tCpnhBlj\njDHGGHtZhSkpwnSfFZ+wEP37FIJUInnj5aoOmdfLEg6mXu9CJBIBIhH0rawBQOETFlRaitLCQmjq\n6iIn7p6w/MmJ47Dq0xfahoZvpuCMMcFzXwkRiUQYN24cli5diuHDh2Pr1q0AgEaNGiE8PBzh4eFC\nsiI2Nha3bt3CihUrEBQUhFWr5KcQKigowIYNGzB37lzMnTsXW7ZsQXZ2NpKTk3Ho0CEsXrwYkydP\nxo8//giJRIK9e/di/vz5GD58OI4cOQIA2LhxI4YOHVrd7fDGFBQUIDU1FePHj0dqaqrcn8GDByM1\nNRURERG4ceMGAKCkpAQ//PADNDU1kZSUhF27dim5BowxxhhjrC4oSE7Gpc8n4Z/tZb/fa9SrJ7de\nrFn2hAXV0oSFJKds9hMdE9NK60T/1q2i0vw8AEBOfLzc8guh43H3l5+ruYSMsed57hMWIpEIRkZG\nAIDU1FRYW1tXue25c+fg4+MDDQ0NtG3bFtnZ2cjMzIThv9nIq1evomXLlmjUqBEAoHXr1vj777+R\nlpYGd3d36OrqwsLCAiYmJoiPjwcRobS0FMXFxdDR0cGJEyfg5OQkPNlRGyUlJeHvv/9GZmYmYmJi\n5Nalp6cjJiYGzs7O+P777/Hdd98hJiYGqampmDJlCoCyJ17Onj0Le3t7jBs3ThlVYIytAZl6AAAg\nAElEQVQxxhhjdUD65b/kPmsZNJD7LHvCorYmLEpycwEAWvr6ldbpWzeDSEMDRm3fRlO/7oiLWI/8\npERI8vKh3YiQe/9+pX1STp0A8FVNF5sxVs4LjWGxZ88e7NmzBw0aNMC0adMAADk5OQgJCYGxsTE+\n/vhj2NnZIS0tDS4uLsJ+jRo1QkZGhpCwePr0KUxMTIT1jRs3RkZGBtLS0mBpaSm3X2ZmJvr06YNZ\ns2bByMgIwcHBWLt2rRD/RanaLCGOjo5wdHTEoUOHcPLkSbl12tra6NevbM7r8ePHIy4uDmvWrMG4\ncePQvXt3REVFQUNDA927d6/2cqnrSLSqMAoujzysHrGVWQZl15v7XL36XF1jl8czCKhPfGWVobpi\nFqWnyX2u17ix3LE1tMpuFai0tFbOElKcmQEA0G7QsNK+jVq3Rqef1goDi2rq6QEAbv+4AiKRGCXZ\nWdDU00PzTz/D9cXfCftJJRK+xtUgdnm1+RqvbbEVeaGEhb+/P/z9/XHu3Dl88803WLJkCSIiIgAA\nZ8+exaJFi7Bq1SpIJJKy98P+JRaL5Spccb1IJIJYLIakwoUv28/Z2RnOzs4AgJ9//hkDBgzA9u3b\n8fDhQzRr1gz9+/d/btnNzMxepIpvXP369YXxO2T++OMPobzdu3fHokWL4Ovri23btuHYsWNISUmB\nSCTCsWPH0K9fP/Tp00cZRWfVTFXPUVYzuL/VD/e5+uE+Vy+1ub8TiOQ+N7G3h2m5+qT9+5S1no5O\nralnUXYWRCIxCtPTUfTvGHwWDg7QNjB45n7333oL2Xduo+DxY2GZWft3YO/hIZewKEhLqzVtwaoH\n97dyvdQsIW5ubvj111+Rk5ODBg3KHhlzd3fH2rVrkZeXB0NDQ6Snpwvbp6eno3HjxsJnIyMjXP93\n8BsASEtLg4ODA/Lz8+X2S0tLk9svLi4OEokEUqkUIpEIU6ZMwfLly5GUlISmTZs+s8yPHj2qct3i\nXbG4dj+9yvWvom2zRpgY0LrK9StXrkRcXBzi4uLkkjcAkJCQgEGDBsHOzg6WlpawsrJCw4YNYW9v\nDz8/P+zfvx8aGhrw8yubkulZdXtZsoSRMkaDVdfYAGBubl6t/fii1LXNub+VU2/uc/Xqc3WNLaOM\nPlfnNld2/Np+jedmZ8t9zpESJOXqk5dfNntIVka6UE9VPt+kJSU4++lI1GvcGM0GBQIA6je1wNOc\nHOA5U5Mad/MD6RtAu5ERxFpa0G5oiAYOjnianQ0DBwfk3L0LACjMSEdWaWk11ur5VLnN62psmdp+\njat6bHNz8+du89yExZMnT1CvXj0YGhrizp07wgwVeXl50NPTw+XLl6Gvrw89PT20b98ehw8fhpeX\nF2JjY2Fubg79cu+Mvf3229i8eTOysrJARLhz5w5GjRoFY2NjhIeHo1evXkhNTUVubi5sbGwAlDXU\ntm3bEBISgps3bwrHkkqloApZ4drgs88+Q0FBAWbPno3AwEDUr18fYrEY6enpOHDgAMLCwlC/fn1M\nnToVEyZMwKVLl7B582YcPHhQSOocPHgQfn5+QuKCMcYYY4yxl0UlJXKftf99okJGJHslRMXHsJCW\nlCD17BmU5OUCRCh6+hQl/yZj6j/ny00ZPQsL6A0YqHBdq4mTEfvdt8iNj0dRZibQoGG1lZ0x9mzP\nTVjk5eVh3rx5kEqlaNiwIUJDQ5GZmYkFCxZALBbD0NAQoaGhAABXV1fcuHED48aNg4GBAcaPHw8A\n2Lx5M95++220atUKgwYNwvTp0wEAQ4cOhY6ODmxtbeHl5YWJEydCW1sbn376qfD0wR9//IGOHTvC\nwMAAzs7O+OOPPzB+/Hg4OzvDwsLitSpf8UmIN5FNunfvHsLDw6Gvr4+zZ88iPj4eYrEYNjY2KC0t\nRUhICPr374+cnBzh8aPBgwcrfMKCMcYYY4yxVyUtl7DQ1NODhra23HqxRtmtgqpPa5qw+zck/X5A\nbllRWtn4HOIKdXoVGjo6qG/eVEhY1LOqehICxlj1em7CwtbWFkuXLq20fMWKFZWWicViBAcHIzg4\nWG754MGDhZ99fHzg4+NTad+AgAAEBARUWu7r6yv8rK2tXesH3YyLi8OXX36JBg0aoKSkBMeOHYOG\nhga8vb1hYWGBBw8e4OzZs3B1dYVYLIZIJBLG+ij/c3VT14FdVGFQGR7IRz1iK7MMyq4397l69bm6\nxi6PB+RTn/jKKkN1xSwtLBB+1mrQoNJxZQNSopoG3ZSWlODeul9g1PZtmLh1fOn9q4r99Py5SssS\no/YCKJuqtTraS7th2VMVhRkZ0FWBa/zxsaMQaWrC7F3vNx77TVGF6xuo3dd4bYutyEuNYcFeX9u2\nbfHdd/8N3FNUVASRSIQTJ05AW1sbxcXFaNeunVxSR/ZKiMzBgwfRqFEjzJw5800WnTHGGGOM1SGS\n/HzhZy39yoNSirX+e8KCiCqNv/aykg4fwpOYU3gSc+qVEhaK5MTHCU9TKFIdT1gAZQkdAGWvhChZ\ncWYG7q3/FUDZKy8N7OyVXCLGak6dT1i8yusdNflKSJMmTbBo0SKF6yoO6iKVSvHBBx/ggw8+ULh9\nTZRTmYPacGyOzbHrbmxlx+fYHFsd4nObc+yXUVpUhIInT4TPmvr6lY8n1gCA/7N359FRVHn/x9/d\nSXc6+w4hBMjCGpYkCAijKPKM+wYoaNDRiKPOKCCgoA4MDy64DD7O+BPEcUQZthnUEQVFERxFFESU\nEMIOCUsgJGRPOlunu+v3R9JNGgIkIUklXd/XOZ6Trqquz617u4h9c+tezvz4A/k/byf2/gfoMuq6\nZmcXpqU6f76cstd/b+a/V130WL3B2CJt5Olf22FRVVykWptXFhRQmXMae3W1c1vulu/xi4lt9eyO\n+jnv6Plaza7P7TsshBBCCCGEEK7Mx49BvS8kxqCg847x7dEDvdGI3WLBXlND/s/bnR0WzVFat9JG\nS6o6k+fyuvu4uynLOEJR2i6g5UZYGNvBCIudz87EbrG4bMv59r/49ogm4tpR6hRKiFbWvh5QEUII\nIYQQQrS6siNHXF77dOt+3jE+XSK5cuHb9Jv2FHB5k29aSkudHSTGoOBLHN04is2GpbjIZZtXWBjd\nx56dF0/n2TJ/nzXUG2GhBktx0XmdFQ4ZS99v49II0XbcfoRFe5t0s72WQasTu2i1zbVa59Le6pA2\n11abazW7Ppl0Uzv5apWhJTLNmRkAeHeOwBgcRMTIaxo8r97LhMHXF6jtIGhudnldnvO8zTjPue+p\nLikBRXHZZvT1xb9H9NnX/n4tUl9edSNQqouKVbnHi3bvPm+7p68f1nJz7UiYViqTlv99ceio93hH\nzG6I23dYCCGEEEIIIVyZjx8HIH7adHwiu170WL1n7VwWiq35IyzKs044f7Zfxnnqs5abz9vm4eOL\nTq9n8EuvcGbbVkKvGNIiWQb/2klJq0tLUOx2dM38UqcoCraqKjy9vZv0voLUnS6v/WJiiLl3Iumv\nzMfD6NWssgjREbh9h0V7m3SzPWernS/Zki3Z7putdr5kS7YW8qXOJbuxFEXBUjcXgyE45NLnqZt8\n0261Oo9tanZl3tm5JpSamhaZdLP81CmgdsJQq7m288LD2xu73Y531670uHt8s8raIJ3OmVNdWuqc\n06KpMpb/k5z/fkPnUdfR88GHGjxGURRyvv0G/9ie+EVHk//LDgp2/upyTL9pT2EprF0dxVZd3eqf\nw474OXeHfK1m19e+xnsIIYQQQgghWpWtqgrFWoPeywsPr0v/dV7nUTfCoplzWNSUlXFmy/fO13ar\nrVnnOdfBtxcCODsrADx8fFrk3A0xBAQCUFNS0qz326qryfnvNwDkbf3xgscV7vyVzOXLSHt+LpVn\nctn/1pvOfQF9+hL+m6swBgSgr2u7C81tIYQ7kA4L0SzTpk0jPT1d7WIIIYQQQogmcnzhNjRylIBj\n4kqlmR0Nxz/+0OW1YrOinDP3RFNd6P2erdphUVtfNWWlzXp/8d49zp8dnUANKT1ydjWV9FfmO3+O\nvjeZgc/+id6PPAaAR90KKLZ6y5wK4W7c/pGQ9ui6667jjjvuYPr06S7b//SnP7Ft2zZWrlzZpPN9\n9dVXLFy4kMDAQCwWC0lJSTzyyCOEh4e3ZLGFEEIIIYQbcHzhbuxjDY45LJq7Skh1QYHrBkVBsdku\nawWP+qMcTBERVOXkAC23jGlDHPNYOLIVm40asxnFbsNeXQ3o0HvVdSJUVGKtKMdWWYm1shJbRQUZ\ny5Y6z2WvuXBd1l/Bpabu0R1Pf38ir7/R5Ti90THCQt0OC2tlJfaammY/JiPExbh9h0VzVwmZv30+\nBwsPNnhcn5A+zL5ydrPL5OHhwY4dO6iqqsKnrhe4rKyMHTt2oNPpmjwzq06nY9SoUcyaNQu73c7G\njRuZPn06b7/9NkENrKndkOZkNqesLZHdktrDLLgy87A2stUsg9rXLW2urTbXanZ9skqIdvLVKsPl\nZlrLyoDaRxwacy4PQ+2XcMXevFVCXEYk6HSgKOgUe5PPVf/4ytPZzp8HznqWYx99iDEgAI+LjFy4\nXI6VQk6u/4KT6z+nMien2Y/JKDar8/+n67NVV2M+mnne8aawMDzO6eBxTNxpLS+nYMfPBA8YiGfd\nii4tpaE2slZUgA48vWu/x+yYPhV7dTW/+cf7zlEfrZWtho54j3fU7Ia0r9K0I+N6jmvWvsYaNmwY\n33zzjfP1l19+yW9+8xvn68rKSmbOnElycjIpKSlkZGRQVlbGXXfdRV5eHlarlQcffJBjx465nFev\n13PjjTcyatQoPvnkEwDuueceFi9ezNixY6moqGDx4sVMnDiRCRMmsGnTJiwWC7feeis1NTUATJo0\nie+++w6Ad999l3Xr1lFZWcmLL75IcnIyzz33HJWVlc7M1NRUfv/735OcnMzMmTPJz88nLS2NadOm\nAVBSUsLo0aMprushfvzxxzl58iRPPvkkS5YsISUlhbvuuou0tLTLrlchhBBCCHFxNaWOERaBjTr+\n7CMhTf9yrigKVXUTbg5740086r5kX2yEQWNUZtd2WERcOwpTaBh9//A4sRPvv6xzXopXaBgAFSez\nqDh5EsVqxdPfH2NQEKbwTpg6dcIYFIQxKAjvLl3wj+tJ8MCBhA27ks7XXEtQ/wFET7gH9Pra5Vgb\nmNTQfOwois3mrCcHS/H582boDQY8TCYADry9kF0vzsNWXVU76uMyH7m5kIrT2fw8fSo/z5jG1sd+\nzw+THqwbXXL+3B6KopD1+VrOXGS+DiEuxe1HWDR3lZA+wX3oE9yHA0UHXPb1De5Ln+A+lzVrqqIo\n3Hnnnbz66qvceuutKIrC+vXr+ctf/sL333+P3W7Hbrfz8MMP07t3b9asWcPq1at59tlnmThxIitX\nriQ6Oporr7yS7t27s2/fPhRFcSnTwIEDWbNmDXa7HUVR8PX15T//+Q8Aw4cP57HHHuPo0aM899xz\njB49mr59+7J3716ioqKoqKggNTWVa665hvT0dG677TZWrFiBt7c3K1eu5Pjx4/zhD39AURSKi4uZ\nP38+CxYsoEePHnz88ce8+eab/PnPf+bYsWNYLBZ27txJeHg4qampDB8+nNLSUiIjI1EUhcLCQt5/\n/30+//xzli1bxoIFC5pdr5dDqzPwSrZkayVfsiVbC/lS55LdWNX1HjNo1Dnq/uLanFVCasxl2Cor\n8TCZ8AwKQu/piQ2oKsinuqQEa7kZS1ER1YUFVBcWUlNcTE1pKTVlpVjLK7BVV9Np5Ehik+9zntNu\nt1N+6iQApi6RbdYGnUZeQ0BgABVWG96RXfGJjHR2GDTFiU/XYLdYsFos5016WlH3aEtIQhLdx93F\nr7OeAsBWVdngdcZPf4qC1J3kfPtfKk+fZuujvwcgqP8A4p+aed4IjuZyZJ/ZuhVbVVWDx1irqlzK\nWJF9imMf1c5foigK4SN+0+D7Gputlo54j3f07PrcvsPicozpOYZXd7x63raWEBMTg8lk4uDBg5jN\nZmJiYggJCXHu9/b2Jjc3ly+//JIDBw7gWze864477uDxxx9nz549vPnmmxc6PVar1WVI3DXXXOP8\n2cvLi3fffZfjx4+Tn58PwJAhQ0hLS+PMmTOMGTOGb7/9FovFgtlsJiIigh07djBz5kwAevToQc+e\nPQHYu3cvffv2pUePHs7yLV++HE9PT/r27cuBAwfYuXMnycnJpKamEhgYyKBBg5xlGTVqFACJiYn8\n+9//vpwqFUIIIYQQjeB4RKPRk25exiohVWdqR1eYwjvVPgLhUfv1Y9fcOY0+x+mvN9Dt1tudj2QA\nVJw+DYBPZGSTy9Rcnj4+9B53N9nZ2Zc++CJ0np5gsWCtqOD0N5sIvWII3p07A1CVdwYAr07hmOrN\nR3ehug/o3YeA3n3wCg3l6MoV6Dw8UGw2ivfuoSo3F++IiMsq67nKMmrn1zCFd3KW1cFW7dqRYc48\n+2jLoXffQWcwEDZkaIuWR7g/6bC4iH4h/egb3Nc5yqJvcF/6hfRrsfPfcccdrFu3DrPZzLhxro+Z\nrF27lh9++IFHH32UIUOGOB/vADAYDJjN5ov2mP76668MGDDA+dq7bljZ0aNHeeGFF3jmmWcYP348\nd999N1DbYfHOO+9w+vRpJkyYwK+//sq2bdsYOHAgABaLBc96z805Hh+x2WznlcPx3NOQIUPYvXs3\nx48fZ8qUKUyZMoXQ0FCGDBniPNZY95ybh4cHNlvLLHElhBBCCCEuzPFISJM7LGw2FEVp0l/tq/Nr\nOyy86r58hw4eTM7mzXh6m/Dw9sHTxwdjcDBeoaEYQ0IwBgZhDAzE4B+Ap58f6S+/SHVBAZbSUpcO\ni8rsU0Dbdli0FMcok0PvvE3poYMc/2g1pogI+s+YSWVdR4x3p9oOjPjpT3Hw74vp+9gfL3rOyN/e\nQMS1o9B5Gtj94vOYj2ZiLTdf9D1NYa0o58SaNc6VTuKfmompUyfytm3l8JJ/gN1+3siLsqNHXV4f\nXPQWBwG/6BisVZXET3uKmtJSrBUVhCQktFhZhXtx+w6L5k666TCu1zhe+fkV588tMQmJY7LKUaNG\n8c9//hMfHx8SExOxWq3OfceOHWPw4MH07t2bL774wrn9448/Jj4+Hj8/P1asWMGjjz7qMgGmzWZj\n/fr17Ny5k8WLF6PX6132Z2Vl0a1bN5KSkvjvf//r3N6rVy9Onz6NoihER0eTlJTEhx9+yH333Yde\nryc+Pp6vvvqKP/7xj+zdu5eMjAx0Oh0DBw7kr3/9KydPnqR79+588cUXDB06FL1ez9ChQ3n55ZeJ\njo7GaDQSGBjI9u3bGTt27HnlcrzW0kRlapZBqxP5SHurQ9pcW22u1ez6tPS7TO06VztfrTJcbqaj\nw8IrKKhx59LrnX+51ykK2GxYKyrw9PZGbzCg2O1U5eVRtDuNytwcFLuCd0QEkdff4Oyw8O7UCb1e\nT88HUuj5QEqjy+pY9eP4x6sZ9PQzteU3m6kpLUXv5YUpLLzFHntodJkus/4dc4KUHjo7wX9VTg5F\nqTspP34cAP8e0ej1ekITk7jqnX+g0+kuOURf71X7eIrBr3Zktq28/JJlLT91CsVmxa97j4bPWff+\n4x+uJmfzd7XbDAZ8OnVC5+FBxNUjKdjxM4W7UlEsFpe88mO1HRYDZj1LzubvyN/+E1A7TwfUdmCU\nZ50AYOjrf3UZUVI/W20d8R7vqNkNcfsOi8vVL7QffUL6OH9uSQaDgWuvvZbQ0NDz9t18883MmzeP\nDRs2MHRo7dCpM2fO8NFHH7FkyRI8PT158MEHueWWWwD47rvv2LVrFxaLhSFDhvC3v/3N+RhJfUOH\nDuXDDz/k3nvv5cYbXZdG6tevHwaDAYCkpCTee+89kpKSAHj44Yd54YUXmDBhAoMGDXKO3ggODuaZ\nZ55h7ty5WCwW4uLieOqp2mftevToQWFhoXMUR1JSEt999x0BsuSREEIIIYRqzj4S0rhJNwF0Hp4o\nNhs//P4hlHqjYg2BgbUdIA1M8ujbrZtzwk1TWPh5+xvDMeKgqN7k7JV18zx4R0S0eWdFS9B7NPwV\n7ORX67EUFeHp54d3vZEjTb1GT7/a5VeLD+ynqiAfq9mMUjevHXY7il1Bsds49eV653vin5xO6OAr\nGjyfpbTU2Vnh6etHzwdTnKNu4GwHTNHePYQOvoKqgnwyV66gLDMDAP/oGILi+7O7oIDSI4cxde5M\nVW6us7MCoGjPbrpc9z9Nus7myP1hC5mrVhD/5HQC+/Rt9Txx+XRKa00h20405RkzR2/Sub2X+wv3\nA7To4yANiYyMvOxn4prrQtcu2a1LrTbXap1Le6tz3dLm2mpzrWY7qNHmWq5ztfM76j3+0xN/wFZR\nwbD/twiDv3+j3rPnL69Ssn8fgHO0RX2evr4E9R+AX2wsx1b/GxSFsOEjyP9pGwB9npjSrPkLstZ+\nxok1tRPHd7p6JDqdDktxMUXpuwkdOoy+j09u8jkvR0u0+c4/PePsiGlIj7vGE3Xb7c7XTW3vzJUr\nOL3p6yaVKaBvPwY+89x52/V6Pae/+5YjHywhaOAg+s94+rxj9r/1JoU7fwUgZuL9HP/kY+x1j4f4\nx/Vk0Jy5QO1jJRXZ2fj1iObXZ57GUlTkPEenq0fS6+FHzsuG5n/OLSUl6A0GPH1ql1+tzDnNzuee\nce6/6oNllzxHR73HO0p2ZCMe6brkCAu73c78+fOdkzM+9NBDJCYmsn79etatW4fRaCQlJcX5l/iV\nK1eyZcsWfH19eeKJJ4iNjXU539atW1m5ciV6vZ6xY8cyevRogAbPl5qaytKlS/H09GT69OlERUWR\nlZXFRx99xIwZM5pcIc3V2h0VQgghhBBCtAW71YqtogL0ejwbGI17If2fnoW1vByDjw96gwGbzUZl\ndjZ6LyPGoGD09eY6sxQVkb3hK2dnBYDBz69Z5Y26/Q6y1q1FsdZw5octLvs64vwVAHpPwwX3eZhM\ndPnt9Zd1/vDhwynLOIKHlxfGkBC8QkLR6fW1j/bodOj0+trlZs/kEpKQyIFFb2HOzMButbq0o0P+\njp8BLtjh1PWmm50dFkdXrQDAO7IrcQ+m4Ns1ynmcp48vAT17AZDwv89TU2bGXl3F7pdeoKzeBJ1N\nkfvDFqoLCuh2x53OkSiKonBs9b/I3vg12O0ExvenZN/e895rr6lBb7hwW4j24ZIdFjqdjsmTJxMc\nHMyuXbv497//TUREBBs2bOCNN96goKCAF198kUWLFnHgwAEOHDjAokWL2Lt3L4sXL3ZZprKyspLl\ny5czf/589Ho9M2fOZMiQIVRUVDR4vrVr1/LKK6+QmZnJpk2bSElJYcWKFTzyyCMXKbEQQgghhBCi\nIc4JN/39a7/ENpJOr8fg7+/866tOp8Ona9cGj/VsoHPC07d5HRY6nY6eD02i5MB+AmLj0Hl4YK2s\nAKDTVSObdU616c7pFAjqP8A5mWXY8BHNWiq1Pv+4niTMndfo4x2PaFSczMIvOsZlX0HqTor3pINO\nR8jgwQ2+P6BXb+JSHqJo1y4Uatss9r778QoNu2Bm7eSqQdhratB5eFB5OhtrZSWedQsFNKRwVyrZ\nG7/GJyoKg68vPt26c2TJPwDw6dIFr9BQ/GJiKcvMIHvDV873NdRZAVDwyw48fHwIHjioSfeCaFuN\n6rAIDg4GIC8vjx49evDzzz8zYsQIvL29iYqKIjw8nMzMTLZv386oUaPw8PBg0KBBlJaWUlxcTFDd\njL5paWn069fPuXzngAEDSE9Pp6CgoMHzKYqCzWbDYrFgMpnYvHkz8fHxhIVd+MN/rsuddLOtqVUG\nrU7sotU212qdS3urQ9pcW22u1ez6ZNJN7eSrVYbLybSWlQFgDAxs1nka8x5jA4+ZeAUGNLvcEVeP\nJOLqkao/AuRwuW1+7iiGAU/NJPV//4yluJhut9x63vlb+zMW0LMXVbm5mDMyCIiNc24vSt/Nvr+9\nUXtMr954XWTOk8jr/ofIZsxBoffywrd7D8xHM9n9/P8S2Lcv1qoqakqKsZaXYy0vB3ToPPTO+VAa\n6oA4uHjRedsirhuNMSiYE59+AoqCISCAoQveIOe7b8n810oOvfsOADH33EvULbdduIwd7B7vyNkN\nadSkm5999hmfffYZAQEBzJ49m88//5xu3bo594eEhFBcXExBQYFzgkjH9qKiImeHRX5+PuH1Zn8N\nDQ2lqKiIgoKCBs83ZswY5s2bR3BwMJMmTeK9995j9uzZTbrAiBZee7i1dbTyissnba4t0t7aI22u\nPdLm2tKR2vtM2i4y338PgJDYuNYre89eHDlnU1TPXg0+btARXW69nezZk9LDhwDwCgyiS9eudHq7\n9suzR92qKG2pfPAVnPnxB2pOnXS5tlOr/+X8OXHSw3Rupc9Ll6QkDh/NpDI3h8rcnEse3/eeezn+\nzSYq8/PxCg6mut5cGPVFJSYRc9PNDHv0MQDnKIrQO8eQ+a+VzuOyv/qKIZN+f8G81r7H7TYbeg8P\n7FYr1srK8zr8asrLyd+3l4ghQzvkJLOXq1H/atx5553ceeedbN++nfnz59O/f3+XnhfHspSOZTnP\n3e5w7n7HMpZWq7XB8yUmJpKYmAjAkiVLmDBhAh9++CFZWVnExMQwfvz4S5a9JSbdbCsy6aa2skEm\n8tFSNmizvdXOV/vatdjmWs12kEk3tZXfke5xe00N2/88G3t1NQB+CYnNKntjsq1BwS6v+z89i5wz\nZ5qc1Zzs1tYSbd7l7gkEX3Mt5VlZGIODL3m+1r5ue90KLrnpu8nOzsZmsVC8J53Tu3YBMOi5Odg6\nR7TaZz34utHEeHuj03ug89CjN3rVPjIS4I+njy+KYkex2bHbbHiFhODh5UXIDTeRt20rfrFxZG/4\nitzN355/4m7dL1jmLr+9ntObNgJgtVg4dfJkg4+FtMY9Xnr4MIWpvxJ50y3k/xn+WToAACAASURB\nVLSVo/9aRY8J93By7WfYqqqIuvV2ou8ej06vp+TIEY7+eyVlhw8DMOIf77d6x1+Hm3SzviuvvJIP\nPviA4OBgCgsLndsLCgoIDQ0lKCjIZXthYaHLkp3BwcHs3bvX5X29evWioqKiwfM5ZGRkYLVasdvt\n6HQ6Zs2axcKFCzl16hRdL/DsnBBCCCGEEKKW+dgxZ2cFQNCAga2W5enri2/37pSfqF220iu8eUua\nuiudXo93RBe8I7qoXRQAfKKi0JtMVOfnk7/jZw6+vdC5T28w4H/OIgotzeDnT+Rvbzhv+8W+OOv0\nejpddTUAPVMeIu53D4BOh2K313Y8KIrL0qvnipl4P5E33sSeV1+huiCfsowjBPTq3UJX5Kr0yGFK\nDx0iJCGRytPZHHznbRSb67Kyxz9c7fz55Bfr0Ht64unnR+bK5S7nqsrNveDcMe7qkh0Wubm5eHl5\nERQUxKFDhzAYDAwePJi33nqL22+/nby8PMxmM9HR0QwePJivv/6akSNHsmfPHiIjI/GrN+lOQkIC\nq1atoqSkBEVROHToEI8++ihhYWENng9qP6CrV69mypQp7N+/33kuu2MtYSGEEEIIIYRT6eHDHP7H\n3wkaMIDyk1l4BYcQnJDo3B/7uwdb/a+0Qf0HODssPIxerZolLo9Or8c/JpaS/ftcOisAAvv2RW80\nqj5vyKU4OicaO3mmTqfDFBZOQJ8+5G3NJ/3llwgaMBBrRTlVZ/KwVVWhNxjwCvAHgxFjUBBhVw6n\n89VNm+jVVlXF3tf/gr26muMfrb7k8cGJSRTtSuXEZ2uggcc/jq3+F32nTjvv/l2zpnay0rFjK5tU\nvo7gkv9SlZeX8/LLL2O32wkMDGT69OnExsYycuRIZsyYgdFo5LHHHkOn0zFs2DD27dvH5MmT8ff3\nZ+rUqQCsWrWKhIQE+vfvT3JyMnPmzAHggQcewGQyXfB8ABs3bmT48OH4+/uTmJjIxo0bmTp1KomJ\niURFRV2w3C3JnT8AQgghhBDCfdhrLKS//CIAOd/+F4AywKduvrjIG2+iy+imT47YVIHx/Z1/QdZ7\nSYdFe9d55DWU7N933vaAXn1UKE3bibz+RsxHM6k8fbp2NZR6bNYaKupWpKk4mUXxnnS8O3du0kiM\novTdLiObANDp8PT1w2ouo8sNNxIUPwBTWCg+dUvA/vjQA7XHKQqRN95M9IR7yPrsU7LWfkpR+m5O\nrPmE6PETnKdbs8abTz89u7qKu31n1SluPkwhJ+fSE7c4NDTs6JNPTHz6ae3SQmPGVDFuXFXLFrCe\niIiIJpW3uSwWC8a6CX2sViuenp6t/qySY8UXzwZ687X87G1btfm5tFrn0t7ae8Zc7WvXYptrNdtB\njTbXcp2rnd8e7/Ejy5Zy+ptN523v9JurObP1B2LunUjUzbe0SnZ9NouFrY9MAuDqD5a1yLKRarc3\nuPc9XpmTQ/Y3G6kpLSXvp20ADHn5NXy7dXPrf18URcGcmUlNWSmKouDXvUftRJ466BoXx+kTJzj2\n0YcU7U6j251jiB5398XPZ7OR9cXnHP/PR85tXW++heqCAqwVFcQmT8TDy4vqgkIC+vQ5byLNLQ/e\nD9SOGrnqH++j8/BAsdvJ3vg1matWALBhbBAnvEo5/dN15Gy/zuX9SaMPsGzWTc2uj7a8zxozoal7\nTNXbSup3VgDOny+30+Lzzz/n448/JjDQdWmg8vJyJkyYwA03uD7D9emnn2K1Wrn7btebIzU1lRde\neOGCDZ2Xl8fkyZMZNWoUc+fO5YUXXkBRFJ5//nnmzp2Ll5cXCxcu5P7776dTp04AfPDBBwwcOJAh\nQ4Y4z/Pkk0/y5ptvupx7zZo1REVFuawKM2PGDN544w2X42bOnMmCBQvIyclh1apVpKSk8Pvf/57u\n3btTWFhISkoK119/fSNrTgghhBBCXIiiKOT9vL3BfeYTxwHwCglpk7J4GI0MfvFlFEVpkc4K0fq8\nIyKIu+93AMQmT8RSWopvvZUc3ZVOp8M/Ls5lm1fdfIq+ERH4oSPimmsp2p1GWUYGtuoqFKsNnacH\nR/65FA+TNxHXXINfdAy26mqOLP2AM1t/cDlf1E03YzxnMlpTeKcGyxN5w02c/mYjCX/6s8ujLl1v\nvImi9N0Upe+m36bT/BR0M7m/XHfe+8t23sYnn3i26h/a25Lbd1g0p2fIbrfXDa0xnbdvzRoTiqJc\n1lAbx6CWhga3KIpyXpltNpuzXOcee8011/Dkk082mLN06VLn+RRFYfPmzfzzn/+kpKSEp59+mpEj\nR3Ly5EksFgu5ubkcOnSIQ4cOUV5ejsFg4N133wXg6NGjPPHEEwBMnjyZuLg4tm3bxty5cyksLGTe\nvHlA7eSojseAHnvsMbZu3cr+/fuZOnUqFouFM2fO0Lt3b4YOHcqzzz7LV1995XK9avaWS7ZkS7Z7\n50u2ZGshX+pcsquLirCWlblsM4aEYCkspOJkFgCmiC4tUubGnMO77vHtlq4jrX7e2jLXMyAQz4BA\nzf9/uiPfNzoGgOI96Wx9tHYJVGNQMJbi2iVVT3+zEWNwCJaiwvPeH3HdaJe6vJToCffQ/Y47Mfj7\nn/eenpN+z47pUzlx6Fbyi4dh867Ew2SCukEafgY//Ax+rFnDZX9nVbveHdy+w6I5zn0O6FyOfZfz\nAejbty89evRw2Xambrmn999/n+3bz/aOl5SUALBhwwbntt69e/M//1P7/KHNZmPatGku53r++eed\nP69cuZJDhw7x29/+lri4OO6//35WrFjB1VdfzZYtW1i6dCleXl789re/xcvLC19fXwICAnjrrbcA\nmDZtGn/729+c5/v4448ZP348S5YsoXPnzs4REsXFxc6fS0tLefjhh9m9ezcpKSkUFhaya9cuRowY\nwZdffskXX3zBnj17XEZoCCGEEEKI5qspKwXOdlIAmELDnD+j0+HdiCHYQghXxpAQ/GLjMGdmOLc5\nOisCevWmIvuUS2dFj7snEDwogcLUnUTedHOTsnQeHhj8/RsuR1AQWVf/nR8X5hOiq+GURzn2mhp0\nHh54mExEBJ29v1viO2t7IB0W5zj3MZALae4H4IUXXmD//v1UV1ezZ88el30VFRX89NNPDB48mL//\n/e/O7X/9618xGo3OUQ4Ou+rWRgbw8PBwdirMnz8fi8Xi3Hffffdx6NAhQkJCOHbsGP/3f/+Ht7c3\nzz//PLGxscTHx9OpUycSEhL49ddfGTBgAD/99BOvv/46ULs87ZQpUwAIDQ0lICCADRs20KNHDx56\n6CE2btxIdHQ09957L3q9nvLyctLT07nyyiux2+2YzWbKy8ud5QkMDKRPnz7k5+c3qe6EEEIIIcSF\nOUZXeHfqTGzyfXj4+JL99ZfO/aZOndAbDGoVT4gOS6fTMehPc7CUlFC0O43ifXvxiYyk01UjMYWH\nY6+xUJ6VRfnx41Tm5tLl+hvwMBpb5ZEar5AQAvt1wq+qiuL8/ZTbKlGsVvzsnvgZGu7o6MjcvsNC\n34Rn5vR6PTqdrqEVZBqk0+madH6AefPm8dxzzzFpUu0kRMuXLyc5OZny8nJCQkIoLCwkMTHR5byH\nDh3CZDLVle1s4RyvHf853nPu9qKiIvLz86mqqqJLly7Ex8dz8OBBbrrpJtLT0zl16hRDhgzh+PHj\nZGZm8uuvv/Lggw+SnJzszNq0aRMhISEMHjwYq9XKCy+8wJNPPomnpye9e/fmk08+YeDAgYSGhlJW\nVsb999+PXq/HbDbz6aefYrFYiImJwW63ExQURO/evcnIyGhWHbYkNbPVLINW61zaWx3S5tpqc61m\n19fW5dBynaudr1YZ6mfaLBYOLl6E3mAgJDEJAIO/P+HDrgSg4Jefncf6RHa97PJq+fPmIPe4+2fX\n5yyHXo93WBjeo/+HyHNW2tF7mQjs2YvAnr1aNrMBd91VjU6n49NP/elhiudwwUEAokLjXL7H1i4Y\nUQ00rR7bS707uH2HRVPddVc1iqJccpTF5awYUlNTQ3p67bI5drud/fv3c+TIEW644QYWL17M22+/\n7VxN45tvviEuLo7IyEg+++wzxowZ0+A5jxw54pzL4vjx4zz88MPOfZs2bcJoNDJo0CBeeuklSkpK\nOHHiBLNnz2bHjh0cPXqUyMhI3n33Xaqrq5k4cSInTpxg2bJlznPk5+djMBhISEjAz8+P/Px83n//\nfW666SY2btzIuHHjSE9PJyAggGuvvdb5vk6dOrFgwQJOnz7NqlWrqKqqIi0tjdmzZ5Obm+vSKSKE\nEEIIIZqmMHUnBTt/BcDDVDsC2NPv7F9Z/aNjcKxp4RPZta2LJ4RoBY7voZ9+6oe/KQAAf6Ofc39r\nr27Zlty+w6I5k4WMGVNR12nR8DwWY8ZUMmZMJc2dh6SyspLvvvsOAG9vb26//Xaef/55fH19ueaa\nazAYDNjtdo4cOcKyZct444038Pb2Ztq0aXTt2pUrrrgCqJ1IxTFx54MPPuhcRWTDhg14e3s7948f\nP549e/ZgMBhISkpi7ty5vPrqqyiKwoABA7BarSiKwiOPPML777+P0Whk3Lhx5OTkMH78eMLDw/n4\n448JDw/n2muvxWw289BDD2EwGPjqq684duwY//jHPzhx4gTh4eF4e3vTs2dPqqurOXHiBFOnTsVq\ntVJSUoLRaOS2227j3nvvlUk3JVuyNZStdr5kS7YW8qXOtZmdt+PsCIqSgwcA8PTzdZbLGBbu3O8d\nEdFi5VX7utUk97h2stXOv1i24zvrio9q561wrOdwud9VG5Pdlty+w6K5HHNTnNtpMWZM5WVNXFJa\nWorJZGL8+PHk5eXxn//8h82bNxMbG8vTTz/Nm2++iaIofP3116xcuZI5c+YQHFy7BM6cOXP405/+\nxMiRI7nrrruc59Tr9S5Lnt54443n5To6NlJTU5k2bRonTpygsrKSr776CrPZzJkzZ+jUqZPLyiV3\n3nknW7ZsYdy4cS4f2GPHjpGenk5GRga33XYbf/vb39i8eTNr165Fr9fz+OOPExMTg9Vq5dVXX+W+\n++7j+++/JyYmhl9++YVBgwYBZ1c/EUIIIYQQTWerrqYo7eycZpU5pwEw1BthYQwKdP5s6tTwMopC\niI6p9nvp2QUjLve7anskHRYXcW6nRUt8ANLT07n++usxmUwMGTKEHTt2kJqaSs+ePfnss894++23\n+eKLLxg0aBALFiygc+fOzvdGRUWxcOFCli1bxr/+9S+uuuoqtmzZwpEjRxrMOnPmDI8//jjPP/88\nEXUzQiclJWE0GjEYDLz99tvcdddd+Pv7s2TJEkwmEz/99BM33XQTAF27duXKK69kypQpVFRUOFce\nKS0tJTo6mhtvvJHDhw8ze/ZsQkJCePnll6msrOS1117jN7/5DUeOHCExMZGYmBi6d+/O5s2bOXny\nJPHx8cydO5eMjAxeeumly6pPIYQQQgitKj9xAnu9idYdPP3rd1gEOX/2Cg8/71ghRMdW//upu3VW\nAOiU+n9Sd0PZ2dmNPtYxwci5w1/WrGmbJWEiIyPJzs7GZrPh4eHRqllQe52Oa77QtV/Knj17CA0N\npUuXLs5tNpuNU6dO0blzZ7y8vFyON5vN+PnVPl+lKIrLpJtqDDtSMxvOtnlb02qdS3urc93S5tpq\nc61mO6jR5lquc7Xz1bzHq/Ly2PH09Ab3953yJKGDzz5C/PPUyditNQxf9A66Fpp0U4ufN5B7XCvZ\nDvJ7vHVFRkZe8hi3H2HR1FVCGnLXXdWOI1qgRJcuQ1vNzFo/p7mZjsc7zj1vdHR0g8cHBARctBxt\nrT3Mgqv27OKS7f5lUPu6pc211eZaza5PVhDQTr5aZdDr9Zz68osL7vfr3sOlXMP+768AeHhe/v/6\na/nz5iD3uPtn1ye/x9Xl9h0WQgghhBBCuBN7TQ15P2932ebp60fsfffj260b3ufMVeFhuvjqd0II\n0V65fYdFc4aytNeZYN09X7IlW7LdN1vtfMmWbC3kS51rJzt/x8/UlJUBoDeZiJ82g4DefdDpdG1W\nJq3VeXvI12qda7W9tZxdn9t3WAghhBBCCOFOitLSAIhJvo/IG85fHU4IIdxF+3pARQghhBBCCHFR\nFadrJwH0u8CcYUII4S7cfoRFS0y62ZbUKoNWJ3bRaptrtc6lvdUhba6tNtdqdn0yIZ928tUqQ2Vu\nDgA+kZHyeVOB1Ln7Z9cnv8fV1b5KI4QQQgghhLgga3k5tooK9EYvDP7nr74mhBDuxO1HWMikmx0n\nX7IlW7LdN1vtfMmWbC3kS51rI7syLw8Ar7BQFEVBUZQ2zXfQUp23l3yt1rlW21vL2fVdssPCYrHw\nwQcfsG/fPmpqarjlllu47bbbSE5OJiwsDIC4uDimTZsGwMqVK9myZQu+vr488cQTxMbGupxv69at\nrFy5Er1ez9ixYxk9ejQA69evZ926dRiNRlJSUkhKSiI1NZWlS5fi6enJ9OnTiYqKIisri48++ogZ\nM2a0dF0IIYQQQgjRrlUV5ANgCg1TuSRCCNH6LtlhUV1dTUJCAo8++ihlZWU89dRTDB8+nJCQEN56\n6y2XY/fs2cOBAwdYtGgRe/fuZfHixSxYsMC5v7KykuXLlzN//nz0ej0zZ85kyJAhVFRUsGHDBt54\n4w0KCgp48cUXWbRoEWvXruWVV14hMzOTTZs2kZKSwooVK3jkkUdaviaEEEIIIYRo56rrOiy8wqTD\nQgjh/i7ZYeHv78/w4cMBCAgIIDQ0lIqKigaP3b59O6NGjcLDw4NBgwZRWlpKcXExQUFBAKSlpdGv\nXz9CQkIAGDBgAOnp6RQUFDBixAi8vb2JiooiPDyczMxMFEXBZrNhsVgwmUxs3ryZ+Ph458iOxpBJ\nN9t3rpaz1SyDVutc2lsd0ubaanOtZtcnE/JpJ1+NMpz5YQsA3mHh8u+LSuQed//s+uQ+U1eT5rA4\nceIENTU1dOvWjbKyMqZMmUJYWBj3338/cXFxFBQUMHToUOfxISEhFBUVOTss8vPzCQ8Pd+4PDQ2l\nqKiIgoICunXr5vK+4uJixowZw7x58wgODmbSpEm89957zJ49u0kXGBER0aTj1dbRyisun7S5tkh7\na4+0ufZIm2tLW7Z39ratlB8/DkD08OGEyWdNFXKPa4u0t7oa3WFRWlrKwoUL+eMf/4hOp2PZsmUA\nbNu2jddff53FixdjtVrR6XTO9+j1epcemnP363Q69Ho9VqvV5TjH+xITE0lMTARgyZIlTJgwgQ8/\n/JCsrCxiYmIYP378JcudnZ3d2Et0lkGtCUYiIyObVN6WpOa1azUb1Gtzrda5tLc61y1trq0212q2\ngxptruU6Vzu/Ldu7MjeXnfPmAhCTPBFrWLj8+6ICuce1ke0gv8dbV2Rk5CWPadR4D7PZzGuvvUZy\ncjI9e/Z02TdixAgsFgvl5eUEBQVRWFjo3FdYWEhoaKjzdXBwsMv+goICwsLCGtxe/30ZGRlYrVbs\ndjs6nY5Zs2aRm5vLqVOnGlN8IYQQQgghOrSdz850/tz1hptULIkQQrSdS3ZYVFRU8NprrzFu3DiS\nkpKA2tEW5eXlAKSmpuLn54evry+DBw9m8+bN2O12du/eTWRkJH5+fs5zJSQkkJaWRklJCcXFxRw6\ndIhBgwYxePBgfvzxR6qrqzl58iRms5no6Gigtmdn9erVTJw4EbPZ7DyX3W5XbRknIYQQQggh2kpN\nWZnz56CBg9C1s2fMhRCitVzykZAvv/ySY8eOsXTpUpYuXQrAU089xYIFC9Dr9QQFBTF9+nQAhg0b\nxr59+5g8eTL+/v5MnToVgFWrVpGQkED//v1JTk5mzpw5ADzwwAOYTCZiY2MZOXIkM2bMwGg08thj\njzkfHdm4cSPDhw/H39+fxMRENm7cyNSpU0lMTCQqKqo16kQIIYQQQoh2ozB1JwAePj70+cPjKpdG\nCCHajk5x82EKOTk5jT5W7eekIiIimlTelqSV56TaUzao1+ZarXNpb+09Y672tWuxzbWa7aBGm2u5\nztXOb6v23vP6axSlp9ProYeJGHWdZttc7fYGuce1ku0gv8dbV2MmNJXxZEIIIYQQQrRTNWYzxfv2\ngV5P6BVD1C6OEEK0qSYta9oRNadnSM1ePDWz1c6XbMmWbPfNVjtfsiVbC/lS5+6Znb/zVxSbjcD4\neDx8fV3y3Pm622u2mvlarXOttreWs+uTERZCCCGEEEK0UwW//AxA6JBhKpdECCHannRYCCGEEEII\n0Q7ZLBaK9+4FnY7QwVeoXRwhhGhzbv9IiL4Jyz415djWolYZ1Lx2rWarWQat1rm0tzqkzbXV5lrN\nrq+ty6HlOlc7v7XLUJGbg2K14t0lElNwcJtkXopWs+uTe9z9s+uT3+Pqal+lEUIIIYQQQgBQnnUC\nAJ+uXVUuiRBCqMPtR1jIpJsdJ1+yJVuy3Tdb7XzJlmwt5Eudu1928f79APjH9Wwwx12vuz1nq5mv\n1TrXantrObs+GWEhhBBCCCFEO6MoCsX79gIQGB+vcmmEEEId0mEhhBBCCCFEO1N15gyWwkI8/fzx\njeqmdnGEEEIV0mEhhBBCCCFEO1PiGF3Rrx+6djYJnhBCtBW3n8NCVglp37lazlazDFqtc2lvdUib\na6vNtZpdn6wgoJ381iyD43GQ4Pj+52Votc3bQ3uD3ONayK5Pfo+rq32VRgghhBBCCI3LWLGMgl92\nABAU31/l0gghhHrcfoSFrBLScfIlW7Il232z1c6XbMnWQr7UecfPPv3NJnK++5aKk1kAGINDMIaH\nXzDDXa67I2Wrma/VOtdqe2s5uz6377AQQgghhBCivasxl5G5Ypnztd7Li8QXXkKn06lYKiGEUJc8\nEiKEEEIIIYTKMpb90+X1oNl/xuDnp1JphBCifXD7ERYy6Wb7ztVytppl0GqdS3urQ9pcW22u1ez6\nZEI+7eS3VBmqCwsp2PEzADqDgf7TZuDfI7pVM5tLq9n1yT3u/tn1ye9xdbl9h4UQQgghhBCtwV5T\nQ1F6OsbgYHyjolAUBaDJj3Gc/u6/AIQNHUa/yVNbvJxCCNFRuX2HhUy62XHyJVuyJdt9s9XOl2zJ\n1kK+1Hnb2/XO22R8vg690cjQv75J5vLllB4+SOKLL+Pp7X3R91bm5GA+dhS9wUDetq0AdB51XZOu\nRattrtXPm1brXKvtreXs+i7ZYWGxWPjggw/Yt28fNTU13HLLLdx2222sX7+edevWYTQaSUlJISkp\nCYCVK1eyZcsWfH19eeKJJ4iNjXU539atW1m5ciV6vZ6xY8cyevRogAbPl5qaytKlS/H09GT69OlE\nRUWRlZXFRx99xIwZM1qhOoQQQgghhLi0ytxcMtd/AYDdYqFk/37yfqrteDAfO0pQv/gLvtdaUcHu\n+S9iNZc5t3n6+RPYp2/rFloIITqYS3ZYVFdXk5CQwKOPPkpZWRlPPfUUsbGxbNiwgTfeeIOCggJe\nfPFFFi1axIEDBzhw4ACLFi1i7969LF68mAULFjjPVVlZyfLly5k/fz56vZ6ZM2cyZMgQKioqGjzf\n2rVreeWVV8jMzGTTpk2kpKSwYsUKHnnkkVatFCGEEEIIIS7mxKefoNT7C2TBr784f7YUF1/0vac2\nfInVXIapUyd8orqhWK10uupqdB4erVZeIYToiC7ZYeHv78/w4cMBCAgIIDQ0lH379jFixAi8vb2J\niooiPDyczMxMtm/fzqhRo/Dw8GDQoEGUlpZSXFxMUFAQAGlpafTr14+QkBAABgwYQHp6OgUFBQ2e\nT1EUbDYbFosFk8nE5s2biY+PJywsrNEXKJNutu9cLWerWQat1rm0tzqkzbXV5lrNrk8m5HP//IrT\n2eRv/wm9wUDna0dxetNG52MdAJbCAmwVFRxZthTvzp2Jvmv82X2lpWRv+AqAPo/+gYBevZucr9U2\nV/vz5iD3uPtn1ye/x9XVpDksTpw4QU1NDWVlZXTr1s25PSQkhOLiYgoKChg6dKjL9qKiImeHRX5+\nPuHh4c79oaGhFBUVUVBQ0OD5xowZw7x58wgODmbSpEm89957zJ49u0kXGBER0aTj1dbRyisun7S5\ntkh7a4+0ufZIm7u/o2mpoChEjvgNV05/ip8qKzn14w/O/bbcXI6+/x75daMuwrp3p6qwiL4T7uFk\n+m7s1dV0ShpM75HXqHUJ4jLIPa4t0t7qanSHRWlpKQsXLuSPf/wj3377rUvPi16vR6/XY7VaXWZF\ndmx3OHe/Tqdzvq+h8yUmJpKYmAjAkiVLmDBhAh9++CFZWVnExMQwfvzZ3uoLyc7ObuwlOsug1gQj\nkZGRTSpvS1Lz2rWaDeq1uVbrXNpbneuWNtdWm2s120GNNtdynauRX37iBEe/qh0hEdgjmpwzZ+ie\nMgkCAjn1Ze2cFie3fO/yntSFbwGQsycdQ2AgAN5xPZv9WdFqm6v9eQO5x7WS7SC/x1tXZGTkJY9p\n1HgPs9nMa6+9RnJyMj179iQ4OJjCwkLn/oKCAkJDQwkKCnLZXlhYSGhoqPN1Q+8LCwu74PkcMjIy\nsFqt2O12dDods2bNIjc3l1OnTjWm+EIIIYQQQlw2xW4n/dWXKdm3F4Dg3rWPc+g9PYmecA+Jz790\n0fcX7U7jzA9bAAip+6OcEEKIC7tkh0VFRQWvvfYa48aNc64EMnjwYH788Ueqq6s5efIkZrOZ6Oho\nBg8ezObNm7Hb7ezevZvIyEj8/Pyc50pISCAtLY2SkhKKi4s5dOgQgwYNuuD5oLZnZ/Xq1UycOBGz\n2ew8l91ud651LYQQQgghRGux11jIWvsZu+bOwVZZgYe3N/1nPUvE0GEux3mFhbq8TnrpZbrechs6\nz3qDmhUF327d8eka1RZFF0KIDu2Sj4R8+eWXHDt2jKVLl7J06VIA5syZw8iRI5kxYwZGo5HHHnsM\nnU7HsGHD2LdvH5MnT8bf35+pU6cCsGrVKhISEujfvz/JycnMmTMHgAce5ipsagAAIABJREFUeACT\nyURsbGyD5wPYuHEjw4cPx9/fn8TERDZu3MjUqVNJTEwkKkr+oRdCCCGEEK1HURS2/eFRqDc82hQW\nTlC/eJdHnQE8vH2cPwf06o1P1yiix0+g2x13cuidtynclQpA0IABbVN4IYTo4HSKmw9TyMnJafSx\naj8nFRER0aTytiStPCfVnrJBvTbXap1Le2vnGfP2kA3abHOtZjuo0eZarvO2yK/IOc2vz8x02Rac\nkMCAGTMbbO8fHk5BsVqJuG40vVImObdX5Z3h4D/epfz4MRJmz8W3e/dml0mrba725w3kHtdKtoP8\nHm9djZnQtEmrhAghhBBCCKEl5mPHzttm8A+44PGDnptN3k/biLr5VpftpvBOJPxpTksXTwgh3Jrb\nd1g0p2dIzV48NbPVzpdsyZZs981WO1+yJVsL+VLnLStv+0+YwsKoOH0agK633Mqp9bWrgCh2uzPz\n3Gy/2Dj8YuNarVz1abXN3fHz1p5ztZytdr5Ws+tz+w4LIYQQQgghmqL08CEOvfM2AEEDBwFg6tTJ\nuV+x2VQplxBCaE2jljUVQgghhBBCK4r37Dn7c/puALy7RBJ16+2g0xF1621qFU0IITTF7UdYOCYN\naeljW4taZVDz2rWarWYZtFrn0t7qkDbXVptrNbu+ti6Hluu8tfLNRzNcXkfecBNBffoS3Lcf3e+8\nEw8vU6uX4WK02uZqf94c5B53/+z65B5Xl9t3WAghhBBCCNFY9poaSg4ecr4OGjCQuPvud76u31kh\nhBCidbl9h4VMutlx8iVbsiXbfbPVzpdsydZCvtR5yzjz0zbslmrn67BhV170/Fqtd61mq5mv1TrX\nantrObs+t++wEEIIIYQQorHKs04AYAwJwTeqG+HDh6tcIiGE0C7psBBCCCGEEKJOTVkZAN3H3kXn\nq0eqXBohhNA2t++wkEk323eulrPVLINW61zaWx3S5tpqc61m1ycT8nXsfGtdh4VXQECjzi/3uDay\n65N73P2z65N7XF3tqzRCCCGEEEKoqKa0FACDf4DKJRFCCOH2Iyxk0s2Oky/Zki3Z7putdr5kS7YW\n8qXOW+A8NRYqsk8BYAwLa9R5tVrvWs1WM1+rda7V9tZydn0ywkIIIYQQQgig4tQp7DU1eEdGYvD3\nV7s4QgihedJhIYQQQgghBFBdWAiAKTxc5ZIIIYQA6bAQQgghhBCCqrw8Tn6+DgBjcIjKpRFCCAEa\nmMNCVglp37lazlazDFqtc2lvdUiba6vNtZpdn6wg0PHyFbudPX95ler8PAC8O3Vu9LnlHtdGdn1y\nj7t/dn1yj6vL7TsshBBCCCGEuJjSI4ednRVdb76FLqOuU7lE6jlxxsx3u09z8GQxU+8cQOdgb7WL\nJITQsEZ3WFgsFvLz84mMjGzN8rQ4WSWk4+RLtmRLtvtmq50v2ZKthXyp8+bL2/EzAJE33kz0hHub\ndE53qvesPDPzVqRisysA/OPL/Tx3TwI6na7Vs5uio3/eOlqulrPVztdqdn2X7LCoqKhg4cKF7N27\nlxEjRvCHP/wBgOTkZMLCwgCIi4tj2rRpAKxcuZItW7bg6+vLE088QWxsrMv5tm7dysqVK9Hr9Ywd\nO5bRo0cDsH79etatW4fRaCQlJYWkpCRSU1NZunQpnp6eTJ8+naioKLKysvjoo4+YMWNGi1aEEEII\nIYRwf4qikLn8n5SfzCL2/gcw+PqSt3UrAKFDhqhcOvUoisLKbzOcnRUAh06VcuhUKX2iAlUsmRBC\nyy7ZYaHX67n55pu54oorOHz4sHN7SEgIb731lsuxe/bs4cCBAyxatIi9e/eyePFiFixY4NxfWVnJ\n8uXLmT9/Pnq9npkzZzJkyBAqKirYsGEDb7zxBgUFBbz44ossWrSItWvX8sorr5CZmcmmTZtISUlh\nxYoVPPLIIy1YBUIIIYQQoqOylJaSvfFrSg7uxxgcgg4dsb/7HZ4+vkDtF/GqvDOc+WELXqGhVObk\nkPPtfwFI+98/O88T2Lcf/rFxqlyDmk4XVuDvbaDIbOFAVgm+Jk9emzSU1d9nsmVPLsu/OcxLD2q3\nI0cIoa5LdliYTCYGDhzId999d8mTbd++nVGjRuHh4cGgQYMoLS2luLiYoKAgANLS0ujXrx8hIbUz\nLw8YMID09HQKCgoYMWIE3t7eREVFER4eTmZmJoqiYLPZsFgsmEwmNm/eTHx8vHNkR2PIpJvtO1fL\n2WqWQat1Lu2tDmlzbbW5VrPrkwn52kZNWRlHP/2EnO83Y7dYXPZV5uYQPuxKut58C0c+WELu95sv\nei5Pf3/6TXkSD8+mT+/Wke/x3UcLef3j3fTrFkRxeW0dJsWFEuDrhWddxsn8Cqx2BaOnR4tmN4fc\n421Pq9n1deR7vKNlN6TZk26WlZUxZcoUwsLCuP/++4mLi6OgoIChQ4c6jwkJCaGoqMjZYZGfn094\nvXWtQ0NDKSoqoqCggG7durm8r7i4mDFjxjBv3jyCg4OZNGkS7733HrNnz25SOSMiIpp7iaroaOUV\nl0/aXFukvbVH2lx7pM1bX015Od+/8hKFBw4A0PmKKzAFh3Bq649YKyowH83EfDSTiF69yNu29bz3\nGwMDuX3lv/l5wWtkfb+ZwY9PplvPns0qS0du7799th+A/VnFzm33Xp9AREQIfWNK+Hb3aQA8TAFE\nhPmrUsb2qCO3uWg6aW91NbvDYtmyZQBs27aN119/ncWLF2O1Wl0m5dHr9S49NOfu1+l06PV6rFar\ny3GO9yUmJpKYmAjAkiVLmDBhAh9++CFZWVnExMQwfvz4S5YzOzu70dfkKINaE4xERkY2qbwtSc1r\n12o2qNfmWq1zaW91rlvaXFttrtVsBzXaXAt1XvDrL5iPHaX72Lso3JXKkQ+WYDWb8fT1Y+Azz+LT\nrTsAXe6ewC9PT8dqNgPwy5t/xV5Tg0+3biS9MJ+M5cvI2/Yj8TNmkpOXR/eUSXRPmQQ07f8ZHTry\nPa4oCkdOFrpsu7JPOH4eVWRnZzMk1s+5/cCRLHSWoBbLbi65x7VV51ptb9BOvTdmQY/LHu8xYsQI\nLBYL5eXlBAUFUVh49h++wsJCQkNDna+Dg4Nd9hcUFBAWFtbg9vrvy8jIwGq1Yrfb0el0zJo1i9zc\nXE6dOnW5xRdCCCGEEO1Y1rq1HFj4/zj5+Tq2PfowB956E6vZjCm8Ewlz/xe/HtHOYz28vIif8TQx\nyfcBtY+NAPjWdWjE/e4Brlz0Dr7du7f5dbQ3h0+VUlpR47Lt2oFn/5LsodcxrE/tyOiCsirySqra\ntHxCCAHN7LAoLS2lvLwcgNTUVPz8/PD19WXw4MFs3rwZu93O7t27iYyMxM/vbO9sQkICaWlplJSU\nUFxczKFDhxg0aBCDBw/mxx9/pLq6mpMnT2I2m4mOjgZqe3ZWr17NxIkTMdf1lju2K4qCEEIIIYRw\nP0W709jzl1c58cnHzm2Kzeb8OWn+K/hEdDnvff4xsUTecCN+dRNoenh702X0b537G1qiU4scj3vU\n16ur62ogfqbawdhLNhxi5ns/s+dYUZuUTQghHC75SEhlZSWzZs2iqqoKi8XC3r17ueWWW/j888/R\n6/UEBQUxffp0AIYNG8a+ffuYPHky/v7+TJ06FYBVq1aRkJBA//79SU5OZs6cOQA88MADmEwmYmNj\nGTlyJDNmzMBoNPLYY485f5ls3LiR4cOH4+/vT2JiIhs3bmTq1KkkJiYSFRXVWvUihBBCCCFUUvDr\nLxxY+P8uuD/q9jvQGwwXPUe/KU9ScvAAQfH9MfjL/Av1KYrC7qOuj4PEdPbD4On6t0zfug4Lx98I\n1+/IYlBsKEII0VZ0ipsPU8jJyWn0sWo/JxUREdGk8rYkrTwn1Z6yQb0212qdS3vLHBZtTYtt3p6y\nrZUVnNqwAe/OnTH4+WOzVBN2Resuz6hGm7enOm8uRVGcf6yqMZv55ZmnsZrNRN1yK91uu4Oq/Dz2\nv/Um0ePvIbBPXwwBAejqzZUm97irimorX/x8gpEDIogI9jlvf7G5mqmLt+Hj5cGNV3Tj650n+cOt\n/Ug4pzPiyx1Z/Ou7DOfrK3qGMf2uQRfNbk1qtzfIPa6VbIf2eo+7S3ZjJjRt9qSbQgghhBDtlaWk\nhLT5L1CVm+uyffDLr+HbtatKpbq46sJCPLy98fT2VrsobUZRFHK+/S/HP/0EvcFI7L3J1JjNWM1m\nAnr1Jnr8Pej0evx8fRn6+l/VLm6HseKbw/ywN5d1P50grksAfbsFcs+1cc79x8/UPmbdNcyXsVdF\nM/aq6AbP42Ny/apQXWNr8DghhGgtbt9h0ZyeITV78dTMVjtfsiVbst03W+18yf7/7J13eBzF2cB/\nu9eLeu/NsmXLltwLbtimmt5LgAChpHyQkAQIqQQSCCGFGhJCgkMNPXRcsQH3btmWrN57OZ10/W73\n++Oks2RJtmRLlm3t73n8WLc7O+/Mzs6Wd94ytmT7vF623vuDfve17tmNIa5v3IPh5Hj63rjxG4pe\nehFRoyHnVw9j6pHufSTlDhfHI9vrcFDyn5dp3rolsC2/hxtI9KLFyIA8iLpPt76PpOz3N5bzzYHD\nirqSOisldVYunp3E2j21xEcY2VrQBMD4hJCjtj85yoQAmA0aOhwebC5voPyp1u+xIH+snvOxOt5j\nWXZPzniFhYKCgoKCgsLx47XZKHvrv2hDQ0i+/EoE8YQTjA0rXruNps2bMaemEpwxjtY9u6n48IPA\nfpXRiM9uD/zuKC3pr5pRQ5ZlSl/9D/VfrgNA8ngofeM1Mm75Nsa4Y6d7O11p2rqFwr//DQBRoyHx\n4ktp2bUTW0U5AOFTpxF91vxRbOHpSVO7k4+2VAIQataSFhPE7pIWAL7YUc2HXfu6WZgdc9T6UqLN\nPPv9eVjtHn6+Ygd2l3dkGq6goKAwAIrCQkFBQUFBQaEPtupq3K0tVLz3LrbKCgBad+1i8s8eQmMe\nvQCGxStepmHDl8QuWYqgUtG2Pw9nl3+xqNMhuVyBspFz5pJ+4000btqILiKCQy88T8vOHXg6Ok6Z\nIIx1a1YHlBW6qCjcra1YC/LZ97tHmPa7x2jatJGwnNxAWs7TnfaCfPY/8XivbeNuv4OoufMImTiR\nvMd+h6BSkfHt20455dipztaCRl5ZWxz4/esbpxEepOMPb++loKq9j7IiyKAhNrxvfIsjMRs0+CR/\nyLuGNgcfba7gnOkJ6DXK+CgoKIw8Z7zCQhzCw24oZUeK0WrDaPZ9rMoezTaM1XOujPfooIz58bVB\nlmV8Dgeyz4cmKAhnczOd5WUgCIhqDeG5ucMusxtHQz17fvXzPtvtNdXseuhB5j3/9xGR7XM5Uen0\n/e6TfT5K33ydhg1fAgQ+8nsiuVzoI6OIP+98YhYuQm30f4wlLb8IgLq1a7AeKmDPr39J5OzZpN/w\nraN+FLtaW2nbn0fMgoVD+nge7DlwW61UvPdO4Pf42+9Apdez57e/wWe3s+Mn94EsU/HuO4RMmoQu\nNBzZ50WWJGRJQqXXE5Y9mdiFiw6fA7cbV1sbapPxpCiWBttXR0M9B/78JxwNh4PXxS07l8iZMwmZ\nOAlBEAidkMW8v/0DyetFGxJylNqGLn8kOVXu6/9aWYjb6zfhvnJ+KpEh/lgoCREmCqraA+XMBjWd\nDi8TEkMG3XazQRv4+91vymi2Orn9/Akn0oXj4lQYbzj57Rirz9GxOt6jJfNUkN0fZ7zCQkFBQUFB\n4VTH53ICAuXvvkNnRTnu1lbcljYkjweAKT/7OfnPPIW3h2vD7L8+gy48fNjb4rZYOPjU4eCG2rAw\nZjz+BC07dlD40ot4OztxtbYOu+yKD96j8sP/kXDBhaRffyMAns4OOisqCJmQRcELz9OyY3uf43SR\nkSScfyGlr79K+NRpTPrBPQhabZ9yAFGz52A9VIDb0kbtqpW07NqFOTnZHyNBlhH1etRGE/rICOKW\nnsPu3/wSj9WK7PMRNXceHcXFCGoVoRMnnXB/XS0tlLzxGpLLhSkpmfSbbiY0ayIAmpAQPO3th3NJ\nAu0HD/ZbT+PGb3A0NhA8LhNZkjjwlz8F9iVedDFp115/wm09Ubw2GzsevL9Xf5Ivu4LkK64MZAbp\nRm0ynezmnRHUNNsCygqAnPTD83Nyajhr99QCcNm8FK44K5Xyhg5iwgYf3FWjFtGqxYCMgirLgGV9\nkoTqFPvgUVBQOH054xUWStDN00e+IluRrcg+c2WPtvxTRbYsy9irq6j5/DP00TEkXnwJu3/5UJ9M\nFkeS94fH+mzbdt+9pH3rJuLPOW9QsgdLxf/ex15bA4AhPoFxt96OqNMTMWcuvPQiAG3784hesPCo\n9QxWdulrr1C3dk3gd83nnxE5ey7GhHj2/eEx7FVVvcpP/NFPCM/NxdncTP26NcRfsBxNUBChkydj\njI1DEMUBZccuXUbErNlUvPcODRvW42puwtXc1G/Z8nfeDvxdvOLfFK/4d+C3qNUy/fE/Dqi06U++\np6ODxo3fUPnhB0hOZ2C7oFIx7vY7MKemBo6LmDGL+nX+czLl579C9vlwNjYgqNUIooigUgFQv34d\n7QcPUvm/D/rIA6j+9BPaC/KZ9JMHRjzzSM8++1wuBFFA1GiRZZni114JKCuCMsYx+cGHEDUaZFlG\n7qHEGC75J5vRll3f5uChlw8r8x64egqp0eZAu5KjDrt9zJ4QCcikxpgDxw+WCYkh5JW3ASAPcOyb\n60v4Kq+eX904jfiIY7ubHC9j9Xk22tfaWJQ92vLHquyenPEKCwUFBQUFhVMByeNh10MP4GppCWxr\n2rwRZ2Njr3KGuDiy7vkRokrFzgd/etQ6G77agDk5BcnnQ1Rr0EdHoQ0JPa72tR8qoH7dWpq3bQVg\n2u8ew5iQGNgvqtWk3XAjZW++Qd3aNYRPnxFwuRgsbouFsrfeJGruWYTn5tK0eVMvZUU3e3/7636P\nz/j2bQFXGH1kJKk9rAcMXcqKY6EJCiL9WzcRPnUaktfrX+EXBARRxG2x4HM5qXz/PSS3e8A6JLeb\n/GefIuG8C/wf3ZIEXW4a9iAzlra2rt8yss+HLEtUf/xR7zoFgcjZc0i4cDnmlNRe9affdDPGxERE\nlYrgzEwAQrKy+rQjKD2D0tdfxWuzYS08BPjjdoy/67vsffjX2Koq6SgpYev37yZq3lmMu/0ORPXI\nvfo5GhuwV1ZS9K9/4nM6iV64mMavNwB+JU/OL39zXNlPFAbGJ8n8/dP8wO+zc2KZlBLWq0x4kI5x\nccH4JIm4QcSsGIgLZiYGFBb0o2fy+iRW7vQrO9/7pox7Lss+blkKCgoK3SgKCwUFBYUzBGtREWqT\nEWN8wgnVI0sSnWWlaMMj0IWFHfsAhWMieb207NrZS1kBBJQVsUvPISQrC01ICObkFFR6fxyHOc//\nnfb8g9hrarDX1iCq1ViLisj6v3vY8+tfYq+qIu/x3/eqM+Xa6wifPAXZ68Pn9SD7fEher//Duftf\n12/J50X2Sdirq3rFhFAZjL2UFd1Ezj2LmpVf0Flexv4n/0DKVdf4V867PtplSULAfw1JPp//o71r\nny4sjNqVX9CWt4/mLZvJ+r97Keyy2ACY/LOfYz1UQOUH7we2CSoVUWctwFFbTdRZ84lZfPaJDgUA\nokZL+NRpA+6PmDGLjpJi9JFRlLz6H2wV5YTl5JJ1zw+x7M+j5JUV2MrLKXxx4FgeA2FKSUUbGkr6\nTTejj4zqt4wgCMQtWXrMunQREUy890eIooi1pBhrSTGxi89GEEVyH36E+vVfUvrqfwBo2rwJXVQU\niRde1DX2Pn88DG/X/13bPFYrlR+8T/D48cQsWITk9WBKSsbZ2Ej1px/jczoZd/sdAYsNWZIoeOF5\nrIWFuC1tvdrXrawAv7JJUVYML16fxF1PfxMIiHn5vBTOnd73/i8IAr+8ceoJy5uUHEp4kI7WDlfA\nMkaSZb7YUY1Oo2LbocPWSla7p8/xbo+PT7ZV8VVePWdNiuHaRWkn3CYFBYUzH0EeLlu8U5T6+vpj\nF+qiO8DIaJm/xMbGDqm9w8lo9v10ki1LElWffIyrtYX0G29CNYCf9GAZrTE/lc65vbaWmlUrEVQi\nKZdfOaKR+8/UOS5LEhX/e5+qD/+HNjyc2X/6a2DFGIbWb1tVFfnPP4ujzu/vPOsvT6GPiDyh9p1K\n19vJJjY2lsrCQ+x/8o+BTBsAWd//Pwr+9hwAMQsWMv7Ou4dcd/m7b9O2Pw9R5V97sBYXnXB7VQYD\nPpeL7B/9mPDc/j9wnE1N5P3x8T6WIcdLzKLFjP/OnQB4bDbq1q1BGxJKZ0U5EVOnEzZlyqDrGonx\ntlVW0rDxG5IuuRSN2W9G76ivp/qzT/A5ndDloiGIIoIgYjSbcDj9LhHd2xFEBFHElJxM1Ow5w9a2\nbo7Wb7fVSsPXX1H+zlu9YkgMqX6tDsl9OPtK7NlLyLj524hqNTWff0bpf9/oVT50Ujay5MPV1oaz\noYFxt95G7NlL+8SrGA5OhTk+Ws/xFasOsWa336Lh/BmJfGvpuBGX6/L4uPOpr1GJAi/dt5BVO2t4\nc33fVMFGnYoX7lkQGPMt+Q387ZPDliAxoQaevHPoc2G0xxtGZ8zH6nN0rI43jJ3zHhsbe8wyioWF\ngsIQqPr040BEd2NcPAnnXzDKLeqfzooK1EYD9eu/xJiUTPTceTTv2E7Lrp2YU9NIPP+CEXlxHCqW\n/IO9fPPr1qxm5hN/wjCIm5cCdJSV0bJzOw3ffI27zb+y6W5tZcs9P8AYF0fur35zzDpsNTWotBo6\nKypo2rqFlt27kD2HV8a2//hHAJjT0pj669+OaJpBuedKvc+HqNGctmkNvQ4HtatX0Wo0UrV5Uy9l\nxaw//RV9VBSyJNFRWkrKFVcel4zUq68l9eprA789Nhv7n3gcr92GymBEVKn8H8xqFYJK7f+765+o\nUvnjIXT9ltxuQrImErto8THl6qOiyPn5ryh7603c7RaEro9x/4d5z490IfC/o76OzrKyQB2iVhtw\nj0i88KLAdo3JRPIll3X9OnZbTgam5GTSk2/stc0QG0vm7Xf0W340Fx/6QxscTNJFF6MNDqb0rTeR\nXO6ua0KFqFIH/u7+jeBX0iAIAQVHT2UFQP36L6lf/2WvbXHnnItar8dlsZB+/Y2nTNrYM5Vv9tcF\nlBW56eFcflbKSZGr06gIM+to63RR0djJu1+X9tr/pzvn8Mjru7DaPTRbnUR1ZSr56IiUqjZXXwsM\nBQUFhf444xUWStDN00f+qS67/VABFe+9G/jdUVqKz+NBUKlwtbViOXAAQ0wspuRkVDrdsMo+FrIk\nUb9hPT6bDWdTIw1fbei1v/TN1/FY/BG9Gzd+gzYsjKhZs0flnMuyTNl/36Rpy+Y+5sMAe3/3W6b8\n/JfoY2JHTKlyPP32ud3Yq6sJSk8/6bJ74rXZOPjUX7DXVONzOAYo04m1uIhdv/oFwVlZ4JOQpb5u\nAc7GBv+HyRFEnTWfsMlTepm7d5aVsf3+H5N6zXWo9HpqVn7hD5onSQH3ArnLvaDbNcD/zxfw7Zd9\nR/zuUkzIkhzY3hNDbBw5v/o1auOJZw04mdd6zeefUf72f/vdFzwhC21EBJIkETlnLpFz5g5b+1QG\nA7kPPwIc/+rIYMtrQkIYf9d3+93Xn2zJ42HbD+/B57Az5aFfIEsyBc89TcikbHQxMcM+PmP1WXo0\nuVHzFxA1f8GQ6rPX1ODp6PDH5qiuInrBArb+4Hu9yqj0etKuu4GYs5cMui0jwan+DjGcvL+xPKAA\nuO3cTBbnxJ3UdoSatbR1unj+o4N4fL2tdiKCtCRFmThQYeGJt/fy6C0zqG62Ud1sA+CCGYl8sbOa\nToeXuhbbkDKV9ESZ44rssSJ/rMruyRmvsFBQOF4cjQ0UPPcMIRMnoTGZAn7V+pgYnA0NNG3ZhNva\nTvZPH2D/H/+As2tFLW7ZOaTfdEugno7SUkDGlJwy7MHOLPkHadiwHnd7O9aC/AHLdSsruil47hnc\nN90CsowhPp7mbVv95sopKUTPXziiQdlqV6+i5ovPem1Lu+FGzKlp5D3+ezwdHex66EGiFy4i+Yor\nkb09PrS7/u+O9uVfkffXoYuIGNY0i5LHQ8uO7aiMJtRGI+Vv/5eO4iKyf/oAodmTh03OUKn88AM6\n+jH9V+n1fvP0HtgqK3qt7B+LoMxMUq+9nuBx/iB/UfPOwl5Xx+6fPwiAq7mZQy88fwKtHwRdq/Ky\nLOOor6Pg2WcwpaT4r9W4eGIWLgpkSDgVcbW1BZQVarOZ1KXL6Oy0EXfOOXSWlRExfcYot3B0EDUa\npjz0C0DGlJQMwOynnzulx1IBjAmH4yGETvKnch1323do3b2L2GXn0Ja3j7jFZ2NKTDplXmzPZFwe\nH4eq2wPKiuQoE4umnHyLxCCDBoCmdmfgt8cncdncZARBICnKzIEKC40WJ3c/szFw3MLsGK4/O50v\ndlYD8PqXxfz4ysG7fCkoKIxNFIWFgkI/WIuLOPiXP+FzOPqk1Eu5+loOPf8sAO0HD7D9h/+Hp6Mj\nsL9u7Ro8nZ0Iooijvp7Ost7mkuO+c6c/z7wkIZWE4tBoMSUnD6l9jsYGdj14/4D7c375azQhoTib\nGqlbvQp3uwVtSCgZ376NXQ89iM9hp/S1V/o9tmTFy0x//I/D7pbhbG6m8oP3aNrkf3lJv/nbhGZP\npr3gIDEL/B+hSZdeTtVH/wOg8euvaPz6q0HXL2q1TP3toxhi4467jbLsj+gvqFQUr/h3oK09qfrw\nf6OmsPA6HNSvWwtAaPZkLAf2k3zV1ejCIzDExGCvqaH45X+RcOFyNEHB/gCIahWiWoOoUvl97bv9\n7bvcAWSvl6CMcSAI/Sp8jHFxzPvnv7FVVVK78guat24BQBMaSsYttx52Owi4HIgIYpc/v0oEUUTV\nlYpRRujh7y/0LtfTrQCw19Wy59e/or0gn/Yeyjify3XKuWLJkoSPXT4UAAAgAElEQVSjro7GTd9Q\n89mnge2TH3iIzDlzqK31xwMxxsWPVhNPCY4MuKgoK05PYhYtJqbLdShs8pSARY3CyLKnpIWn/neg\n17a7lk88Jdw7F2THcM2iNMSutqRGm/stN2O8Px5SiElLu82NdJKi6NmcXrYWNBJm1jE1w/+cc3sl\nyhs6MWhVJA/QXoB9Za14vBK56eGoVcq1rqAwGigKCwWFHkgeD617dnOoKxjekUTNO4ug9Ixe23oq\nK9QmE16bLfBR1x/F//pnn23jbr+DmIWLBtVGt8XC7l881Gd77sOPUL9uLZGz5/g/QPGn/QudOKlX\nuUn3/YSmzRsRBAGfx4Nlf14g/kE3eY89SsJFl/jjCfi8SN6e5v6+LjcAn/9vnwRd/3fvA/wr5V3p\nAhEEWvfsRuqyAIhdsoy4pcsAMMTEBOTGLl1G845tOGprUZtMiBrtYV9rtTrwUYwAIND9nubp6MDZ\n2Ej+009hTExE9np7RcCXerosdO/zHvF3l5vEsbAWFeLp6Dip/tmutlbyn34Ke3UVss9HUEYGk35y\nPz673a/86iIoYxxBmePRR0X1spI50eBJolpNUFo64++8m7ily/A6HASlpaMJDh7c8cch3xgXT/b9\nD9BRWAgqkYq33wKgbvUq4padE+ifz+2m9ovP8drtpFx9zaCtg7wOB66WFrQhISc8lvufeDyQUrKb\n9JtvUTIiKCgoDAsHK9t6BaycnBrGj6+cgloljoply3kzEiiutWJ3eQF/2lSxh+JkSlr/1o4TEkIA\n+OHl2Tzy+m7abQOnDh4uWjtcPPnuPupa+3eh1KhF/nDbTKqabUxICMGg8z9DXB4f/91Qypd76wBQ\nqwR+cf1UEiKOPy2sgoLC8aFkCenBaEeiVbKEjL7sktdeoXb1qsD+jJtuwV5fh+R0+iOia7UIokjr\n3r0U/utFPO3tgN/0e8Kdd6OPiaGzoiLgo48sI2q1hOdOpfzdt2neuQNzUnLA7F30+WjauwdBpSLj\n5m+jDQnp5f+P1K0EkLs+/qF5xw5ad+8C/CtdHaWlJF96GVFdvvBD7bcsSUgeN4IgUvzKChqGYNVw\nPGhDQ5n956cQhtHtxNPZyc6fPxgYjxOiR6C5hAuWow0JoX79lyRfcSVVH3+EvcZvyhq7ZCnG+ISA\n0qbX/93KEK+vSyni/61Vq3F0dvrFqNWYU1JJuuTSo66QWYsKKXr53wG5AFk/uGdImQZG+942HPJ9\nbjc7f3Z/IC2oNjQURBGf04nPbgf883Dus38LWGn4nE5EtRqVVou1tITCl/6JLjISY3wC1Z9+HDhm\nxmNPoA0Jwd3e7leUDeHa9NpsbP7+3SCKmBKT0IYEEzFjFjELFiJqNEp08TEkuxslg8DYkj/S4+1y\n+7jnhU043T5mjY9i2dR4spJCUav9FkqjNeaSLHPLH/2BV79/ySTmZkX3KtPQZqeisZNPt1XRbnPz\n06tzSIz0K9htTg/fe3YjWrXIiz9a2EvZMRjZMPh+//3TfDYdbDhqmYlJoeRX+V1nv3fxRKZlRPDo\n67up6oq70ZOMuGCe+/EFNA1TlqTBMlbn+GjPb1CyhIw0SpYQBYUh0rh5U+DvqQ8/QlBa/wEWw3Nz\nMURFBz6Q5z73QuCjcyCz74ybbiGjR2wL8E/SzU//lerPPqV4xb8H3U5BpWLG409giDlxtw1BFFHp\n9ACMv+Muxt1yKzWrV+Jqbe2yavC7DwRM/0VVIAvAkf/TIzsAkhTI+oAkoQkNRRcejlqnR6XVDutN\nUGM2k/vL39BRXORva49297TOUGk0iGoVstgjS0J337rKIst0lpfham0lPCcXUaslcbk/i4HXZqPk\n9VdBkqj/ct0Jt7tlx3ZCsiaiNviDjhkTExEEAVmSaNm1k7a8fb0i8addfyPh06ZhPAG3l9MVlVbL\nhLu+x74nHgNJwn1EXBYAb2cndV+uI3LGDByNTex77FHAb8Xj6HrZsFVVBhR+3cccfOYpEi+4kPzn\nn0VtMKANDUOmOz5KV+aS7mu5a5ssA7IUUKCoDQamP/r7kT0JCgoKY479FW043T60GpG7LsxCpz01\nXKl6KhmMur5tigkzEhNmZPaE6D77THoNQUYNHXYPrR0uIoP1I9JGj1did3EzAI/fPost+Y00WBw0\ntjm4ZlE6n2+vYl9Za0BZAfDCJ73jgd20bBzZKWE8+vou7C4fJXVWdhc1kBgy+q44CgpjhUErLNxu\nN83NzcTHn14+uEqWkNNH/kjK7jYkGmglW5IkmrZuwdvZCaLI7KefRWMOOmqbohctxlpcROScuf7Y\nB8dprJR81TWIeoM/kKJ42I9fEMXDv7va3f3RFJY7FV1U9Amfs36PV6tJ6JFmcLgRRb8J63CPty4y\nEl1k5DFlw8DXWvcYmlLTMKWm9Skbu3QZMWcvwV5TQ+Omb/zpP7uVNuLh+A2iWo2gUXelDDysPImI\nisJitQJQ9b8PsFVVsu/3jwTq14aFE5aTQ+vu3Xish61FoucvIPW6GwKuC8d77k73+0vQ+PFM+93j\nAKj0uq6sIgLa8HCqP/6Iyg/eo+SVFZS8sqLXcY4eKyOa4BAMsbFogoNJuvRy9v3+ETqKi8h/zh/I\n1Gu34+2y2BgKgjiwafaZel9VZJ968pVzfurJtjm9mPTHtz7o8Up8vNUfOPnSOclo1EIfWaPZ72sX\npVFUYyUrMWTI7UiKNHGw0kJZnZVws3bIsnvKc7i97ChsZt3eOjxeCbfXh16j4or5qTjcPhIjTcSF\nGbjiiNSvh6os7CtrHVDG8lmJnDPV/93zixum8vKqIoprrazfXcmNi0bH5e9Uvc7PZNmjLX+syu7J\nMe+gdrud5557jgMHDjBv3jy++11/GrPPPvuMjz/+GK1Wy6233sq0adMAeP311/n6668xmUz84Ac/\nIP2IFICbNm3i9ddfRxRFrrjiCpYuXTpgfbt372bFihWo1Wruu+8+EhMTqaqq4p133uHHP/7xcJ+L\nUw5Zlqlbs5rmbVtJufoaQiZkjXaTTjskr5fWPbspfe0VYhYuJuWqq/uUcbW2ULtuLdUffwRAwvkX\nojEf26c9ev4CdBGRBI8ff0JtFESRpEsuPaE6FE4egihiSkoi7bobhnxsfHw8qq4AjCETJ5H3+0ew\n19T461WpcLe10rBhfZ/jUq+/YVDX5FjAGNe/dUnixZdgr6nGWljot46QZFR6HVnf/QGiRkNnVSUq\no5Hw3Km9jotdfDa1q1YC/lSdkx98CNkndcVHEUAUOBwvpTsmCwiCCAK05eVR8fZ/GXf7HSPZbQUF\nhVOUygYrj72xG1mGn1+Xy4rVhRTXdXDLsnF8srWS/Kp2Lp2bzJXzU49Zl9XuprS+g8kpYahVIv9Z\nU0RpXQdhZi2Lp5x6lnXLZyXBrOM7Nj02yK+wqO9gRubRFxuOxT8+LWBPaV/Fw9NdQUrT4/p/fuak\nhbFmdw06rYpL5yQzJS2cV9cWU1Jn5QeXTGRCYmigbEKEidvPG8/PV+xg1fYyrB2d3HlhFipRsbRQ\nUBhpjqmwEEWRCy+8kBkzZlBU5F+Bqq+vZ+XKlfzlL3+hpaWFRx99lOeff56CggIKCgp4/vnnOXDg\nAC+88AJPPvlkoC6Hw8Grr77K73//e0RR5P7772fmzJnY7fZ+6/voo494/PHHKS0tZc2aNdx66628\n9tpr3HnnnSN3RkYRWZbZdLCB+AgjoWYd+9//GGHdh4A/84SisBg87YcKaN66pZfZfvUnH5Gw/CLU\nBgNtefto27cXT3s7Lbt2BoIt6iIiSb7iykHJEEQxkOZNQWGoqA0GJt33E3b81K98zX7gZ6h0Oho2\nrKf+y3VoQkOJmjsPld6gKCsGgSCKTPjeD/ps77aqMSQm9ntc6vU3Er1gIbbqaoLHZaKPihqS3Lgl\nS4lbsnToDVZQUDjtaWhz8PjbW7F0ugB4Y30JGw/6Yxs8+W5eoNyn26pYkhtHmFk3YF1rdtfw5vpS\nfJJMTKgeo05NWUMnWrXIjy6fTJBRM7KdOcl0KxFK6juOUXJgZFnm/U0VfZQVOWlh7Cs7HEw8Nsww\nQBuCee4HZ/Xa9sPLs5FluV+L3PgII0lRJqqabGwpaOKsSTHkDBBgVOHUpL7Vzv4KCy1WJ5fOTQ4E\nWR1pPF4JryRh0PaVJ8sytS12IkP0ON0+Kps6CTZqSYsNxub0sPFAAzUtNkRBYEZmBJOSw05Km08l\njjlKer2eKVOmsH79+sC2bdu2MW/ePAwGA4mJiURFRVFaWsrWrVs5++yzUalU5OTkYLVasVgshIb6\nNZR79+5l4sSJhHelzps8eTJ5eXm0tLT0W58sy/h8PtxuN3q9ng0bNjBp0iQij2H23ZOhpNsa7dRc\na1Zv48WVZT22RBGceQ0Acwq2Mc5q9QeaGwFGs+/DLbv4lRXUrV3T776iF//uD6LYcxVbFImcM5fo\nufMIzhyPWjfwC8VIMBrn/kwa79NFdn9tMERFM/XhR3A2NhKWNRGA4LR04peeg6jT9cqgMlwyR4NT\nfcyDUlIJSkkd1TacCTLHuuyenOx2jOVzPlrybU4Pf34vL6CsAAIZJbqJDNYRHWrgYKWFL3bUsGxa\nPLFh/iwT5Q0dvPt1GZWNnZgNGqp7BHhssDgDfy/OiSMtrm9GptN9zMfF+zOG5FdaeHl1EePiglkw\nOYa2DjfPf3yAsybFcO70vormnrI35zfw8ZZKAJKjzaTGmNFrVdy0NBOvT+K1tcUU1bQze0L0sJ2v\nJbnxvLLGv4Dr8conbRxO9/EeDdkOt5fiGisen0Sr1cWHWyp6Zab55oB/kTjMrOOqBanEhA2cAWao\n7XC4vORXWdhd0kJ+ZRtWuwen20eISYtGJZAUbcZq8xAepKWqyUZ9W/9ZbHQaFS7P4Qx2a/fUsjQ3\nnmsWpWHSj5wSc7Tv60dyXGqllpYWknqkawsPD8disdDS0sKsWbN6bW9rawsoLJqbm4nqsXoVERFB\nW1vbgPVdfvnlPPzww4SFhXH77bfz0ksv8Ytf/GJIbR1M5NFThU1rd/XZZtX5b+irU87lkoKDJF8+\nuNX/odDQamPNrnI8Xolgo5ZQs54D5c1MSY9i8dTkYZc3nMiyjK2+DmOk/7qq/HLdYWWFKBKclEzm\n5ZfjsdnZ99KLtO7Z3et4XUgoy555FtMggxiW1VnYnl9HfKSZOZPi0ahPPPjV6XSNKpw4R453v+Ov\nXBNnFMocH3soY35ms+NQHc+8u4fGdicZ8aH86ftLeW31Ad7b0Du98ZSMWC6dn8l9z61h5c5qVu6s\n5tffno/V7ubpd3d2J6TC0vURNS4xDKvNRWObHY1a5LblOVw0d9xJWwU+mcQCkSF7aG53sGFfHRv2\n1bG/soNQs46Sug5K6joQ1HpmT4zn7S/zKapu5W/3nY/J4I93YXO4eWvD4RTy9107l+y03guaP7tl\n+OPufeuCGD7ZVkWr1cmzHx1g1Z+vH3YZCkPD65MQBQGxyz3HJ0ms313JE29s6be8QafG4fLS4fBw\nqNofL+xApYU/fncJGQlh1Ld2EmzUYexSCFQ2tPPZ1jraOhyEBum55bzJmAxaZFmmqrGDXYX1eLwS\nkaEGTHoNe4oa+HxrKTanp4/sboVJs9Wv6Cyp61OEULMOm9ODxyvh8viYlhlDbISJz7eUArBuby0b\n8xu4YdkkkqKDabe5SIsNYVxiGDrNmXevgONUWHi93l6aF1EUEUURr9fby4Sqe3vP43ruFwQhcFx/\n9U2dOpWpU/3+xv/617+49tprefvtt6mqqiItLY1rrrnmmG2t7fIXHwyjnTrnym8tp73oL3zcEkSn\n1m8qlxqqptziz3P9xOdl3CF9RNrcmcesy+3x8fk3hbhbW7nqinnICAE/O49XotPhwWTQ8OLnBewo\nbO63jk82FWFWu4kLH9mc00M97x1lpbRs307skqUU/fslrAX5/Zab9ujvMcYnAKCTZaZERVG7aiVe\nm420b92M5HahCwmlA4H2QVwnWwoa+funBYHfN5ydzvkz+jczHyzx8fFDukaHi7GSKulUkg1jc7xH\nW/5o930sjvlYld3NaIz5WD7nJ0t+p8PDv1cVsq+sFa/vcJDtq8/Oor2tmUtmxpAe5V8t/e8G/4eF\nUSMRqnUxc3xk4F3rkf9sDBw7a3wky6bGo1aJtNvcZMQFBT5WtGoVGrVIW0sjbfTlTBjzcLOG5vbD\nK8tb83vPm1dW7ueVlfsDv6/45fvcfv54TDoNb31VQmuHk/TYIH5541REwX3S5l16XCitVn8w5z0H\nS4gO7d/lZDjp75y3dbhwuH3ER5xa7+k9sdjcPP3BfnySTEKkiYy4YJKiTIiC/zswyKBhX1krEcE6\npmVE9HHFOZrswup2Cqr91kuCADGhBkqPcDGKCvG7V9ldXqamh7N8VhJhQTpcHh+rd9WwIa+epnYn\nHXY33/vLyl7HxoYZiA0zkFfehk86POe/3lMRsJw6GumxQVjtbrRqFTcuyWBCYghFNe00WBy4vRIe\nr0S7zc24+GCSoswEGTTotSrUKoHiWis7ilpYNCWWhK7xvW5+IhUNnfz1g/1YbG5WfJ7XS16QQcPP\nrsshIcJ0jFE5Nifz/jKYhB7HpbAICwujtfWwv1hLSwsRERGEhob22t7a2kpERESv4w4cONDruMzM\nTOx2e7/1dVNSUoLX60WSJARB4IEHHuC5556jpqaGhISE4+nCKcu5t13FjD27cVs7cMSnk56Vyvvf\nlPHxtmpqzAm8tbGKn3UpLLx2O5LHQ4PFicPlxagRMGkEVh9o4bP9h8/np3/9xl/3tHi0apFPt1f3\nkRum9pHgaWG/cDj9lCTDX9/axXWTTUxfMHXADBvHwt3ejiCKgQwHJ0LLju0UPP8sADWff9pvmegF\nCxl3+x19lGPB4ycQPH5Cr7IDmTzJsky73cNr64rJiA2i0+nl021VvcpsOtjIklz/OT1dKa3v4GBF\nGwcqLXQ6PLg8PpZNjQ+8QCkoKCgoKIxVmtqdGHUqtGoV976wmR7fLESH6rl2UTpLpqVQX+9fJs1O\nCSM7JYziOisHKto4OycOQRD4znnjsXS6Ka61Bo6/cGYi1y5K6/fdaiRNvU8lgo2Hs4NcvSCVr/fX\n02BxIgBBRg1We98V6n+vLAz8HR2q57bzxvdKsXoyuOm8yew45FdYvLm+lB9eno0kyYEV/uGiqd2B\nSa/BqFMjyzLFtVY+21YJgoBRp+Lr/Q2A/8P4tvMySYoyD6v8I/F4Jerb7LR2uHn9y2L0GhXxEUZC\nTFocLh9GnZprF6cFxuNQtYU/v7cft9f/0VvZZGNzfuOA9c+ZEMXFc5JptDgorGknMljPudMTcXt9\nlNVbKavv5GBlGwcrLb2Uht0cqayICNbxi+tzCe0ndoxOo+LiOclcPCeZFquTl1YWkn+EAqK+zUF9\nmwNBgPEJwWSnhPFVXj3NVlfAQsKkVzMxOZRQkxZLp5sOh4e4cAPZKWHMzIzsM78npYQxKeXYMSgy\nE0KYkOQv11NpkBJj5vHbZrLtUBNr99QiCAJx4QZK6jpoaneyt6R1WBQWpxrHpbCYPn06zz77LJdc\ncglNTU10dnaSmprK9OnTWbVqFQsXLmT//v3Ex8djNh+ePLm5ubzxxhu0t7cjyzKFhYXcddddREZG\n9lsf+Afprbfe4p577iE///BKuiRJx51G8lRG1GiInDW717arFqYzNVLg0c+qKCCCXz/5IQ2YiO+o\nIdZWz+b4eYOqe/Xu/jXP51asJsFWg0byMktQodWoaBLMvJ95JY12iWe3dZDz6XNcuCiLicvPHVJ/\nbNXV7Hv0YQAi58wlYsYswnJyhqz8cDY3UfSv/q0pohcuwlZejq2qkqiz5pPx7duOW7nSbHXy+fZq\n1u45fK56WqCEm7Xcdv54/vzefioaO3n6g/3cf03OcckaCRwuLytWF7GvvJVzpsZz1YK0wL59Za1s\nPdSEAIQH6civtFDU4+WpmzfXl7K9sJn/u2Rivzd5BQUFBQWFM52DlW388Z08xsUHM2dCVC9lBUBG\nXDAzMyP7/Uj97vIsPF4p4Mph0Kn55Q1T2VnUzJrdNWSnhHHhrKTjflc5UwjuEUh0/qQYlk2N591v\nyokI1lHV4+P2sVtnUt7YwYuf+V1uTHo1V85PZfGU2FFZXJmUGsn9V0/hyXfz2F3Swq1//gqNWmT5\nzESuGEQ2mMGwfl8dK1b7Y2WEm7W0droHLFta38Fj/93LHRdMwKBTUdtiZ0NePWFmLfdelj0s56im\nxcbTH+zvE2uhssnW63dhbTvJUSbqWh0BdwudRuTb52RisbkpqLJQ1WRDr1VR1+rAqFMTYtLQaHGy\n9VATWw819arv9S9LjtquxEgT1yxMIzxIS12rg4rGTpbmxhERrB903yKC9Tx4TQ5tnS46HR7aOt2Y\n9Wo6nV5arE7OnTsRr8PflwtnJlJS10Gz1YlGLTJ9XORJX7g06NQszoljcc5hd3avTyK/ykJmV2yY\nMw1BPsZXv8Ph4IEHHsDpdOJ2uwkODubuu++msLCQtWvXotVqufvuu8nKykKSJFasWMGOHTsICgri\n3nvvJSEhgTfeeIPc3Fyys7NZv3497733HgA333wzs2f7P87ff//9PvUBrFy5Eo1Gw9KlS3G73Tz5\n5JM0NDQwdepUbr/99mN2sL6+ftAnY7TNGmNjYwdsr+T18pvfv0WFsX+LElGWMPmcdKj9ZkOZ7jqW\nOfP52h1NpLMFqzaIfZE5+EQ1EY5mrhKKWOWKY1x7MWnWcrQhoaRedTXayEhCsybibG7i4b+to858\n2Ewn2tXKd8JqkX1eJK8H2etD8nj8vz1eZG+P7V6/Vtxj7ftBnPV/9xLVQylzrPPeumc3B595KpDJ\noyep115H0kWX9HvcYDhS9l/f9z98+iM7JYzrF6cTFqTjhy9sDpiHPfGd2Ri0Kto63aTF9rYiKW/o\n4ION5YyLD2ZKWjh2l7dXdN+jjfnRKKxu55NtlewpaSEnLZyblo1j26Em3v26rN/yc7Oi2VLQV6ut\nVgmkxQYhCgI5aeG8c8TxqTFmRFHglmWZRIXoUalEjCfoS3smmLEeL8c73ifKaPdbGfOxNeZjVXY3\nozHmY/mcj4R8m9PDff/YgtPd+73jxiUZfLGjmtYOF3cvz2J+dqwyx0+AN9eX8Pl2v/Xqip8u7mUp\n0WJ18uf38rhgZiKLulK6ur0+8srayE4NR68ZPSvQ2NhYauvquPVPG/rsCzNruWpBWqDN/bFuTw0r\nVhdx2byUwMJSbYuNFquLyalhlNV38PBrfePagf9d9ECF30lo/qQYFkyO5Ym39w4o62fX5Q6YVWLj\ngXo+315Fm81NRJCOZdMSmD8pBrdXosXqpLKxk5RoM+98U87u4t7u4+FBOr570UT2lrbw9f76fq1h\nuvnh5ZP7TV3bMxtLcW07/1p5CEunm7SYIDQakd3Fh9/HU6LNpMcGkRYXxLi4YERRoKndSU5a+Igr\n/pQ5PrIMJubTMRUWpztnisICwFpbx54DVXxR6qba6o9rIQhwwYxEblgyDvAHmilv6CQtNggBsB46\nhDExgUN/f4HKglIaDVHMyIxiyr330llRgbOxAQSB4PQM9JGRvfq+64V/sje/CsOU6Xxm8QdONXjs\nRDhbmN64mxjHwGZdPRFUKjJv+w4tu3fRsnMHhrg4ki66BHN6BrLPiyDLCKKIjIC73YKrtRXZ5++f\nu81C5YcfBOrSRUaR/cP7EHVaHPX1hE3JQTiBSLY9x7yp3cGD/9qG1yeTEGFkweRY5mRFY3N48Eoy\nGT2idDdbnfzs39twe3pfK+FBOiYmhaJRi+wqbu73Bn7T0nGcNyMRp9vL7nIbFbXNLJoS69cGy6DT\nHj2Q556SFp76IK/Pak83YWYt6bHB7CzuG5skJtSAxydh6XRzw5IMFk2J7ZNiyWpz88yHByisae+3\n/hCjhmCTlnHxwVy3OGPICoz+5pnXJ6EShRF/6Jzqc3ykGO1+j5WHbn+MxTEfq7K7URQWp7/8T7dV\n8lZXHIpuslPCuOeybJxuH/mVbZw1KQZBEJQ5fgLUtNj4zSs7yUwI4cFrc0+q7BOhe8wb2hzc/9LW\nPvsnJofy0HVT+2wvq+/gb58cpKGHlcJjt83iv+tL2Ffmd+WePSGKopp22jrdLMmNI8io5cu9tXTY\nPVx/dgbLZyXRaHGg06gIMfldajYeqGfN7hqsdg9N7U7CzFo8PolOh5e4cCNXLUilxeoiLEhHsFGD\nzeElOdrMA//aylC+AudkRXHl/DTcHh9xEUa0PQLPS7JMQaWFjQcbcLp95KSFk5MeftRUvsfC0uni\nULWVSSlhBBlGL5ikMsdHFkVhwekVdHOwgbpkWcYnyUgySJKM/hgfuABeu42azz/DXl1N2g3fQh8d\n3Wt/f32XJQlnUxP6qCjWbSzgtW3NdF8sycEi980LQVRrEDVqBJW69/9q/41FEFWIGg0qvZ7m7ds4\n9LfnBnk2eqMyGJn557+iNgxvYKPufjtcHn735h6qmmxMSAzhoeuO/eB8fV3xgG42PTHoVEQG66nq\nYTY3NyuKg5WWPgqNyGAdj9wyI6AEkGWZXcUtbDvURLBRQ2uHi51dGmeTXo3PJ+PsSnc0MTmU+HAj\nC7JjSIsNoq3TxfMf51Pe0MF50xOYmBzKlNRwPF4Jm8tLeJB+wGvd5vTw3Mf56DWqAS1OAHLTw7n3\nsuxAQNdj4fVJ7C5p5c31JUiyTESQPxp493maOS6SG5dkjFhE9NNljg83o93vsfLQ7Y+xOOZjVXY3\nStDN01/+sx8dZGfRYaX/fVdMJjc9vN+yyhw/Max2NzqNCp1mcFnXRvt6g95jXlxrZXN+I6X1HZR1\nxVCICTPwxO2zqG9z0NrhJC02CL1Gxe/e3BN45+lmXFwwxXV9rZFDzVp+e9N0QkxaJEmmqNZKZkII\nx3rdkmUZGbDaPTz86q5ABpqj8cfvzGJ/eRuvri0OvOd3uzFKYc0AACAASURBVEQATM2I4JqFaYHg\njyeTU228TyZnyhw/FoMJuqkoLHow2pNitCYEDK7vzVYnX++v58PN/pzX/7h3Pk3tTuLDjYMKNOS1\n2yl4/hnaDx4EwBAXh6BWI4oqZFlC8vrQBJnRR0YhqDXIkoQgQHDmeILHT+ijZDkWsizj8clH9S0T\nRZHaFhv/WVNEfqWFqBA9v715+qCsBqx2Nx9vqWRyajirdlYzf3IMa3fX0m5zk5sewdo9tYSbtfzq\nW9MIMWk5UNHGgQoLX+w4HPRUp1Xhcvd1dQG4/+opvPtNeeAB2JN5E6O560J/ANH9FW3EhhmJChm8\nv95QrvV2m5v6NgdmvZpvDjSg16pobney5VATHq8UyHteUNVOUpQJt8dHRnwwceFGxicEMyExlDW7\na/hoS+VRTQa7MevVXDQ7iQlJocSGGU7YBaUnY3WOj3a/x8pDtz/G4piPVdndKAqL01u+xebmvn9s\nQZbhJ1dNJsigITVm4KDhyhwfO7K7GWjMHW4v33t2E4A/CGMPZYFaJQQCRf7s2hz+8Pa+Xsc+essM\nnvnwAM1WJxfPTuLCWUm93n+Op9+l9R28901ZIBtFg8WJShSQZBmdRoVeo+K6xenMm+h/v95f3sqX\ne+tYNjWeSSlhtFidNFqcTEoJQxAEZbxPMmNlnikKCxSFxWAZSt9/+s+tgei44P94vnt5FruLW9hS\n0MiUtDBmZEb2cTU4EdnFtVb2lbUiSTIGnZpmq5PL5qVQUGXhna/KyIgL5rwZCaREmzlU3U5Ni411\ne2ppsDgBf2qihZNjuWh2UqDOpnYH735TzraCJmT86YAeui532NJD+SQZWZb7BDv6cHMFH2yqIDbM\nwDM/Oh+7tZXCan+ao5dXFfZx9VCJAlfNT0UQ/BGLtWqR6xann1AQpeG41g9WtPHsRwdxDKBwAX/b\nH7wmhyfe2dcrJdRl81LIiAtiw746Cmus3HvZJOpaHfx7VWGfOiYkhvCjK7IHfT0djbE6x0e732Pl\nodsfY3HMx6rsbhSFxekrP7/KwhNdH5LpcUH86oZjZ0hT5vjYkd3N0cb8J//cSkuPd2QArVoMZMrI\nTQ/nvism88In+b0CTL7844U43T5cXolQk5YjGY5+t1idhJi0Q35/VMZbmeMjyYilNVUY21wwM5HX\n1h2O2rs5vxFZltlS4L/xbj3UxOpdtTxwzRRMeg2NFgcRwfqA20BNsw2NWhxU3mqH28vLK4vYVtjU\nZ9+Xe+sCf7d0NPVbppv6NgfvfF3mt7rwSuwra6WsoRPwf1QvmhLLxbOThhRV+Fj4+9v3RefSuclk\nJYWSGmMm1KzHboXxiSGMTwzBbNDw9P8Op/7Va1T85qZpxIWffDO8YzEpJYzf3jydDzZVUNHQSV2b\nnSvnp1LVZKOm2UZNix2fJPPYW/5gUImRRm5aOg6j3r9aJUkSOWmHTWwzE0JIizXz5Lt5WO2ewAP+\nUHU73+xvICHCyPubKtBrVXznvPH+jC47qslJC2dBdoyShlVBQUFB4bjx+iRe7qE0X9KVklRBYSic\nNz2BN9f7459o1CJ/vWsOZoMGl8dHp8MTiOlwxwUTSI8L4p2vy7h8XgqCIGDQqTGMYHK24XzHVVA4\nmZzxFhZnUtDNkWSofbe7vLy9oZR1e4+ucUyOMgVSHpn0amxd/nAAOWnhLJ4Sx5yJMf3K/nRrJe9v\nLMPTT67lnqhEodfqfTfLZyWRHG2mqd3BpoMN1LU6+pQJM2v5zc0zCTf31WafDPobc69PoqndSahJ\ni8vjG5HUoifjWu90ePj7p/nklbUSFqTjgWtyiI8wHVO2T5JQiSKyLPP+xnI+3FzRp0x4kI7WjsMr\nGHqNiuvPzmBBdgwatdjrJbNnFOqh9FuSZA5WthERrMfjlRBFgdYOF1NSw477JXYsBm4abfmj3fex\nOOZjVXY3StDN01P+59ureHN9CUEGDQ9em0tSlGlQ93pljo8d2d0cbcx9ksRn26vITYsY1DXk9UmD\nWnAZq+f8VB/vkWSsnPfBBN1ULCwUjgujTs2t543notlJ/PQlf5ThhEgjP7kyBxmZP7+XR22LvVd+\n5p7KCoB9Za3sK2slJTaI2DAjBVUW1u+txWJzM3N8FG995ddQhwfpmJAYwt0XTUSWZdxeiRWrCtl2\nqImfXDWFyan+VfrN+Q3YnF7mT4pBEEDfw4VgSU486/bWUttqJ8igYVJyKJIMmQmhhAfpRvVGeCRq\nlRiwqBip4JMnA7NBw0+vzqHD4UGnEXtFkz4aqq6bpCAIXDk/lZJaK/u7UnjNnhDF7uLmXsqKbkXY\nitWFrFhdSIhRw4Sk0EB+93V7arn1vPGcnXNskzPwpxbbWdTMmt01tPWT9/zmZeM4d3rioOoaSdxe\nHw6Xf8UmriuOjMPlRa0S0ZxgTnCb04Mk+8+tqKwwKigonGG0WJ38Z00Reo2KpGgTdS12Nh5sAOCu\n5VkkR5tHuYUKpysqUeSSOSmDLq9YhyooHJsz3sJCiWExOE6k7w6XF5vLi0mvDsQZkGWZ/CoLH22p\npLXDxQ8vz0aSZP7x2SFmjY9k8ZRYfv3qLqx2D9+9aCJWu5s3vizpU/f5MxK44eyME+vcURirY346\naW1brE7e+bqM8QkhLMmNo7rZzsdbKtle1MSdF05gXlY0q3bVBEwwB+LsnFguPystoKDySTIvfXEo\nENT07uVZCAL84e19OI8SlwPg4tlJTEkLR69R0eFwk50yOKuL4Rjv6mYbL35WQFWTjZ43b6NOjd3l\nxaBTcf2idJKjzaTF+gPFHe2cF9W043D78Plk2mwuth1qoqDKn9JWqxZ5+KbpfeK6SJKM1yehPQ2i\nup8Oc9zrk/hiRzXFtVZK6joINWsJMWnRa1UYNCqWTYs/atC//hir53y0xxuUGBajJd/r8+H19n9f\nkmWZDXn17C9vo8XqDLiEHsklc5O58qyUIVnRKc/xsSO7G2WOjw3Z3ShzfGRRgm6iKCwGy2j0/bPt\nVbz9VdmA++dmRXHHBRNGVPs8Vsf8TLwJVjXZ2FHYRHpcMBWNHTS0Odh6qCkQlRv8UbtnTYhCpxY5\nUNHW66VVJQrotSpsTi+iAEty4zl3egIRQTo2HWwgPFjHPz8/1G+mk8RIIzcvyyQx0oRJP7BVzFDG\n22p302hxUt7QicXmorjWSphZx57SFhyuoytUuslJC2NqRgSzxkd3pUbzn/OKhk6+2l/P2j39t6Vn\nNPOeZMYHE2zSUtdqp67FTk56OLefNz6QC34gzsTrbbAcOeaSJCMI4PFKqNUiVpubP77rt0g7Gn+4\nfRZb8htxe31MTY/AoFORFHV4FViWZTocHrRqFXqtatj7LcnyoK1txvJ4g/IxM5x4fRJOtw+1SqSu\n1Y5GLRIepEMUBLYdaqLR4qCq2UajxUFTuxNJkkmONqMSBVKizaTEmFmQHcvKndV93jfCg3Rkp4Ti\ndPuobLKxNDeO82cM3XpOeY6PHdndKHN8bMjuRpnjI4uisEBRWAyW0ei7y+PjD2/vC6xwZ8YH88PL\ns2ntcNHp9DAxKXTEA16N1TEfKzdBl8eH1yfz6bZKPtte3W+ZrKSQgEUBQEq0mZ9fn9tvTvi2Dheb\n8hupaOxke2ETR949NWqRBdkxXDU/FbNB0+f47vF2eXzsK2slMz6YT7dVsXp3LVEheuIjjMSFG9l0\nsOGoKWBnZEZy5wUTKGvowKxX87/NlUQG6/D65H6VEBOTQlk2LZ69JS00WBwU1vTO+a4SBUJMWuLC\nDMyaEMXsCVEBy5YDFZZ+Y8R0o1YJTEwKJa/c77YTatKSEGnkW0vGBSwzxsr1diRWuxuvaKKwvAZJ\nknF5fHy4ubJXqrtujDo1F89OwqhXE2LSIgoCLVYnr6wtHrD+2K7xyk0L58XPC2jsyop01qRo7l4+\n8bjT0Hl9EhsPNnCwwkJZQwdhZh2FNe0kR5mZmBzKhTMTj6qkGqvj3Y3yMTM8HKxs428f59N5hDvp\nUAkyaOhw+O+ny2clEhNqQK0SmTsxOhAM/ERQnuNjR3Y3yhwfG7K7Ueb4yKIoLFCCbg6W0eq71yfR\n1ummpcPFuLigk+7LN1bHfKzcBHvidHvZVdJKp8OD0+XF6fGhEgUump1EWX0HT32wn+RoM/dcmk3w\nMSwGwH/tltZ18OLn+YQH6ahvdQQ+RLVqkVvOySQ52kx8hDEQv6N7vF9edahXlptjsTgnjnabm8z4\nYFJigpicEoY4wIu2zenBqFNTWNPOV3n1fL2//+srOkRPYpSJzPgQLpqTPKBsp9vLS18coq7FTmy4\nAYvNTVKkmWnjInjjyxLqWvu3DNBrVCydGo/JoEYlirTb3ExKDiU3PWLQ/R4ORuN6q2zs5L/rS8iv\nOrqyp5tx8cH86IrJBBv7XncldVYef2sPbs/Q2p8WG8Ss8VFEBOvocHiIDzeSnRLG21+VUlbfQZBR\nwx3nZ6HTqmjtcPJVXj3bDjWhUYsBJfJAhJm1PHrLzAHnyUif86/y6vh8exXRoQamZ0YyMSmUmhYb\nWYmhmAzagGxLp4uv9tfTZHGQkxbRNWdkZmRGHbV+SZaxdLoJM/utiSq7FJRWu4eIIB1xEUYunTuw\n24ASdHNgJMnvLmp3eYkJNXCwso3Kxk5cHh92l4/wIB1JUSZ0GhVvfFmMyyMhCvRJ9w2gUQksn51M\ncnQQ8RFGIoN0ONxeSus72H6oCbfXx96y1sDcmTU+knsumzysfQflOT6WZHejzPGxIbsbZY6PLIMJ\nuqkoLHow2pNiLCosxrJsUG6Cp5Jsr09CJQonZNVTUGXhsf/u6bNdr1Hh9PhIiQnG5fZQ39Y3Y80v\nbpiK1eahqrmT9XvrmJMVzbSMCNQqkfGJIcfdpje/LObzHdWMTwxhWnoEGrWIxydxztQEdNrBxaAY\nCK9P4mBlG7uKWgAQRYHZE6J456tSimqt/R6TEm1GqxHJTg6jtL6DGZmRTMuICGTD8UkSxbVW8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RQpE9LIiIiIiIiIiIlMSCBRERERERERFFHBYsiIiIiIiIiCjisGBBRERERERERBGHBYsIZLfb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\n/wcTytpw4BtygAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10942ada0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "config = {\n",
    "  \"base\": {\n",
    "    \"start_date\": \"2010-01-01\",\n",
    "    \"end_date\": \"2017-05-05\",\n",
    "    \"securities\": ['stock'],\n",
    "    \"stock_starting_cash\": 100000,\n",
    "    \"benchmark\": \"000001.XSHG\",\n",
    "  },\n",
    "  \"extra\": {\n",
    "    \"log_level\": \"info\",\n",
    "  },\n",
    "  \"mod\": {\n",
    "    \"sys_analyser\": {\n",
    "      \"enabled\": True,\n",
    "      \"plot\": True,\n",
    "    },\n",
    "  }\n",
    "}\n",
    "\n",
    "\n",
    "from rqalpha.api import *\n",
    "from rqalpha import run_func\n",
    "\n",
    "\n",
    "def init(context):\n",
    "    context.stocks = ['000300.XSHG', '000905.XSHG', '000012.XSHG']\n",
    "\n",
    "    \n",
    "def handle_bar(context, bar_dict):\n",
    "    [hs, zz, gz] = context.stocks\n",
    "    hs_history20 = history_bars(hs, 20, '1d', 'close')\n",
    "    zz_history20 = history_bars(zz, 20, '1d', 'close')\n",
    "    \n",
    "    hsIncrease = hs_history20[-1] - hs_history20[0]\n",
    "    zzIncrease = zz_history20[-1] - zz_history20[0]\n",
    "    \n",
    "    positions = context.portfolio.positions\n",
    "    [hsQuality, zzQuality, gzQuality] = [positions[hs].quantity, positions[zz].quantity, positions[gz].quantity]\n",
    "    if hsIncrease < 0 and zzIncrease < 0:\n",
    "        if hsQuality > 0: order_target_percent(hs, 0)\n",
    "        if zzQuality > 0: order_target_percent(zz, 0)\n",
    "        order_target_percent(gz, 1)\n",
    "    elif hsIncrease < zzIncrease:\n",
    "        if hsQuality > 0: order_target_percent(hs, 0)\n",
    "        if gzQuality > 0: order_target_percent(gz, 0)\n",
    "        order_target_percent(zz, 1)\n",
    "    else:\n",
    "        if zzQuality > 0: order_target_percent(zz, 0)\n",
    "        if gzQuality > 0: order_target_percent(gz, 0)\n",
    "        order_target_percent(hs, 1)\n",
    "        \n",
    "        \n",
    "results = run_func(init=init, handle_bar=handle_bar, config=config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "report = results[\"sys_analyser\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>commission</th>\n",
       "      <th>exec_id</th>\n",
       "      <th>last_price</th>\n",
       "      <th>last_quantity</th>\n",
       "      <th>order_book_id</th>\n",
       "      <th>order_id</th>\n",
       "      <th>position_effect</th>\n",
       "      <th>side</th>\n",
       "      <th>symbol</th>\n",
       "      <th>tax</th>\n",
       "      <th>trading_datetime</th>\n",
       "      <th>transaction_cost</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04 15:00:00</th>\n",
       "      <td>79.961424</td>\n",
       "      <td>1495263810</td>\n",
       "      <td>122.34</td>\n",
       "      <td>817</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>1495263807</td>\n",
       "      <td>None</td>\n",
       "      <td>BUY</td>\n",
       "      <td>国债指数</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-04 15:00:00</td>\n",
       "      <td>79.961424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06 15:00:00</th>\n",
       "      <td>79.948352</td>\n",
       "      <td>1495263811</td>\n",
       "      <td>122.32</td>\n",
       "      <td>817</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>1495263808</td>\n",
       "      <td>None</td>\n",
       "      <td>SELL</td>\n",
       "      <td>国债指数</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-06 15:00:00</td>\n",
       "      <td>79.948352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06 15:00:00</th>\n",
       "      <td>76.444704</td>\n",
       "      <td>1495263812</td>\n",
       "      <td>4550.28</td>\n",
       "      <td>21</td>\n",
       "      <td>000905.XSHG</td>\n",
       "      <td>1495263809</td>\n",
       "      <td>None</td>\n",
       "      <td>BUY</td>\n",
       "      <td>中证500(沪)</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-06 15:00:00</td>\n",
       "      <td>76.444704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07 15:00:00</th>\n",
       "      <td>74.913888</td>\n",
       "      <td>1495263813</td>\n",
       "      <td>4459.16</td>\n",
       "      <td>21</td>\n",
       "      <td>000905.XSHG</td>\n",
       "      <td>1495263810</td>\n",
       "      <td>None</td>\n",
       "      <td>SELL</td>\n",
       "      <td>中证500(沪)</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-07 15:00:00</td>\n",
       "      <td>74.913888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07 15:00:00</th>\n",
       "      <td>78.180552</td>\n",
       "      <td>1495263814</td>\n",
       "      <td>122.31</td>\n",
       "      <td>799</td>\n",
       "      <td>000012.XSHG</td>\n",
       "      <td>1495263811</td>\n",
       "      <td>None</td>\n",
       "      <td>BUY</td>\n",
       "      <td>国债指数</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-01-07 15:00:00</td>\n",
       "      <td>78.180552</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     commission     exec_id  last_price  last_quantity order_book_id    order_id position_effect  side    symbol  tax     trading_datetime  \\\n",
       "datetime                                                                                                                                                     \n",
       "2010-01-04 15:00:00   79.961424  1495263810      122.34            817   000012.XSHG  1495263807            None   BUY      国债指数    0  2010-01-04 15:00:00   \n",
       "2010-01-06 15:00:00   79.948352  1495263811      122.32            817   000012.XSHG  1495263808            None  SELL      国债指数    0  2010-01-06 15:00:00   \n",
       "2010-01-06 15:00:00   76.444704  1495263812     4550.28             21   000905.XSHG  1495263809            None   BUY  中证500(沪)    0  2010-01-06 15:00:00   \n",
       "2010-01-07 15:00:00   74.913888  1495263813     4459.16             21   000905.XSHG  1495263810            None  SELL  中证500(沪)    0  2010-01-07 15:00:00   \n",
       "2010-01-07 15:00:00   78.180552  1495263814      122.31            799   000012.XSHG  1495263811            None   BUY      国债指数    0  2010-01-07 15:00:00   \n",
       "\n",
       "                     transaction_cost  \n",
       "datetime                               \n",
       "2010-01-04 15:00:00         79.961424  \n",
       "2010-01-06 15:00:00         79.948352  \n",
       "2010-01-06 15:00:00         76.444704  \n",
       "2010-01-07 15:00:00         74.913888  \n",
       "2010-01-07 15:00:00         78.180552  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report[\"trades\"][:5]"
   ]
  }
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